frameworkhuman-framework · v57voice-audit-cron2026-10-15served from databaseAll documents

Human Framework

For: anyone writing FedM8 (or any JBNX product) — marketing, product UI, Academy, emails, portal notes Portal: https://projects.jbnx.io/framework/human-framework Skill: skills/human-framework/SKILL.md — agents must load this before drafting user-facing copy Also load: TEXTBOOK_TEACHER.md — https://projects.jbnx.io/framework/textbook-teacher — schoolbook words, jargon on the dotted word, no defensive teaching Updated: 2026-08-20

This is not a tone palette. It is how to sound like a person who has done the work, talking to a person who is tired.

If the page could have been written by a demo bot that never lost a weekend to SAM, throw it out.

The problem we are fixing

AI default voice sells. It stacks features. It smiles with adjectives. It says “unlock,” “seamless,” “powerful,” “next-gen,” “all-in-one,” “designed for modern teams.”

Real humans teaching real humans do something else:

  1. They name the mess.
  2. They care that the mess costs time, money, or dignity.
  3. They show one clear next move.
  4. They shut up.

Purpose. Emotion. Flow. If any one is missing, it reads fake.

Three pillars

1. Purpose

Every block of copy must answer: why does this exist for this person, right now?

Not “what does the feature do.” Not “what can the platform offer.”

Ask:

If you cannot answer in one plain sentence, you do not understand the block yet. Do not write.

2. Emotion

Emotion is not hype. Emotion is honesty about how it feels.

Allowed:

Forbidden:

Emotion without purpose is melodrama. Purpose without emotion is a manual. Together they feel human.

3. Flow

Flow means the reader always knows where they are in a story.

Not a pile of cards. Not a feature grid that could be shuffled randomly.

Every surface gets a storyboard before sentences:

BeatJob
1. WorldWhere are they standing?
2. PressureWhat hurts or is at risk?
3. TruthWhat is actually true / what we refuse to fake?
4. MoveWhat do they do next?
5. ProofWhat do they leave holding? (artifact, decision, calm)

If beats 1–4 are missing, you are listing. Listing is what AI does when it does not care.

Storyboard first (always)

Before any homepage hero, pricing block, empty state, lesson, or email:

  1. Write the storyboard in five lines — World / Pressure / Truth / Move / Proof.
  2. Say it out loud. If you cringe, fix the board, not the adjectives.
  3. Only then write the visible copy.
  4. Cut anything that does not serve a beat.

Tiny example (Bid Coach)

That storyboard becomes human copy. Without it, you get “3-level first-bid path with progress bar and deep dives.”

The Human Voice rules

  1. Talk to one person. Prefer “you” and “your firm.” Avoid “users,” “stakeholders,” “organizations seeking…”
  2. One idea per section. One headline job. One supporting sentence. One move.
  3. Specific over universal. “September rush in your NAICS” beats “optimize seasonality insights.”
  4. Short sentences earn long ones. If every sentence is a clause pile, it is AI.
  5. Name the tradeoff. “Notify me is a waitlist, not a charge.” Honesty builds trust.
  6. Verbs that a hand can do. Open, save, write, call, download, decide. Not leverage, unlock, empower.
  7. Kill the salesman words. See ban list below.
  8. Read aloud. If you would not say it to a tired veteran owner across a table, rewrite.
  9. Leave room for silence. Do not fill every inch with benefits.
  10. Respect their competence. Teach the federal layer; do not teach them how to run a business.

Ban list (AI salesman / robot tells)

Delete or rewrite on sight:

unlock · seamless · cutting-edge · next-gen · all-in-one · powerful · robust · streamline your workflow · elevate · supercharge · game-changer · revolutionary · AI-powered (as a brag) · smart insights · data-driven decisions · designed for modern teams · everything you need · take your X to the next level · hassle-free · one-stop shop · delve · leverage · utilize · facilitate · ecosystem · synergy · holistic · empower · transform your · in today’s fast-paced · unlock the power of

Also ban feature soup: stacking five capabilities in one sentence with commas and “and.”

Also ban fake precision: “pWin,” “winning codes,” “guaranteed,” “always,” unless you are explicitly saying we refuse those fictions.

Surface playbooks

Marketing (homepage, plans, ads)

Product UI (buttons, empty states, banners)

Teaching (Academy)

Email / alerts

Portal / agent notes

Tests (fail = rewrite)

TestPass looks like
Table testYou could say it to one tired owner across a table without laughing at yourself
Shuffle testIf you reorder sections, the page breaks — meaning there was flow
Delete-brand testOn branded marketing, removing the brand still leaves a voice that is specific (not generic SaaS)
Salesman scanZero ban-list words; zero “unlock the power” energy
Purpose lineYou can state the purpose of each block in one sentence
Emotion checkThere is a real feeling named or clearly implied — not hype
Artifact checkThe reader leaves with a decision, a file, a saved search, or a clear next step
Silence checkYou removed at least one sentence that only existed to sound impressive

Before → after

Before (robot): “Unlock powerful AI-driven proposal workflows to streamline compliance and supercharge your capture.”

After (human): “Build the matrix before you write. Assist cuts the grind — it will not invent your past performance.”

Before: “Our comprehensive dashboard delivers actionable market intelligence across agencies and NAICS.”

After: “If you cannot name two agencies that buy what you sell, you are not ready to chase RFPs. Start with the free dashboard.”

Before: “Get started today on your digital transformation journey in the federal marketplace.”

After: “Create a free account. Finish one certification step. Come back tomorrow.”

How to use this (humans and agents)

  1. Open this doc (or the portal page) before drafting.
  2. Storyboard the surface in five beats.
  3. Draft.
  4. Run the tests.
  5. Cut until it sounds like someone who has lost a weekend to SAM — and learned something.

For agents: load skills/human-framework/SKILL.md and follow it. Do not “add warmth” as a coat of paint. Rebuild from purpose, emotion, and flow.

Relationship to Best Learning Framework and Textbook Teacher

Human Framework wins against salesman voice and clever structure. A perfectly structured lesson that sounds like a salesman still fails.

Textbook Teacher wins when “name the tradeoff” becomes a speech about how we teach or how honest we are. Writer slogans such as “then stop” stay in doctrine files — not on the homepage.

One line

Storyboard the truth. Name the feeling. Give one move. Then stop.

<!-- voice-audit:managed -->

Living corpus — managed daily by the voice-audit cron

Everything below this line is machine-managed. The daily audit (10:07 UTC) enforces this framework on ai.fedm8.com, learns new tells, reweights the corpus, and rewrites this section after every run. Latest report: https://ngjmqdzpnhwpybtssykz.supabase.co/functions/v1/voice-audit?report=1

Active patterns

kindpatternweightsourceadded
ai_tellInternal/dev language leaking to public copy: Capture OS, RPC, dev_notes, ship board5seed2026-08-20
ai_tellDefensive teaching: "we teach as you go" / "then get out of the way"5framework:ceo-2026-08-212026-08-21
ai_tellFeature soup: stacking 3+ capabilities in one block with only periods or commas, no priori5.00learned2026-09-26
ai_tellExplaining what a feature is NOT before stating what it does — defensive framing that assu4.00learned2026-09-29
ai_tellExplaining product mechanics ('for FedM8 AI', 'so the system can', 'to enable X') instead4.00learned2026-10-01
ai_tellExclamation-point cheerfulness with no information3.50seed2026-08-20
ai_tellSentence describes the software instead of the reader's situation (subject is the product3.50seed2026-08-20
ai_tellEducational coaching, not legal advice3.50learned2026-09-26
ai_tellCategory words: utilize, leverage, comprehensive, seamless, robust, cutting-edge, innovati3.25seed2026-08-20
ai_tellSentence fragment pile in feature descriptions (noun phrase, period, noun phrase, period)3.25learned2026-09-27
ai_tellSentence fragment pile in instructional copy — noun phrase, period, noun phrase, period, w3.25learned2026-09-29
ai_tellExplaining internal product taxonomy (Major/Minor, Tier 1/2, Phase A/B) in customer copy a3.25learned2026-09-30
ai_tellThroat-clearing openers: In order to, Please note, It is important to, It should be noted3.00seed2026-08-20
ai_tellSoftware-subject framing: designed to / aims to / allows you to / enables you to3.00seed2026-08-20
ai_tellSupport-copy tell: a real person reads phrasing3seed2026-08-20
ai_tellFramework ban list: "seamless"3.00framework:human-framework2026-08-21
ai_tellForced casual register without earned context (e.g., 'the mess you are in' on a pricing pa3.00learned2026-09-27
ai_tellHedging boilerplate: may vary, it is recommended, is designed to help2.75seed2026-08-20
ai_tellFramework ban list: "AI-powered (as a brag)"2.75framework:human-framework2026-08-21
ai_tell"journey" in customer copy2.75framework:ceo-2026-08-212026-08-21
ai_tellCTA with vague promise wrapper instead of concrete next artifact2.75learned2026-09-28
ai_tellColon-separated capability list with no verb or priority — feature inventory masquerading2.75learned2026-09-29
ai_tellFramework ban list: "unlock"2.50framework:human-framework2026-08-21
ai_tellUnlock/harness the power of2.25seed2026-08-20
ai_tellFramework ban list: "cutting-edge"2.25framework:human-framework2026-08-21
ai_tellFramework ban list: "next-gen"2.25framework:human-framework2026-08-21
ai_tellFramework ban list: "all-in-one"2.25framework:human-framework2026-08-21
ai_tellFramework ban list: "powerful"2.25framework:human-framework2026-08-21
ai_tellFramework ban list: "robust"2.25framework:human-framework2026-08-21
ai_tellFramework ban list: "streamline"2.25framework:human-framework2026-08-21
ai_tellFramework ban list: "elevate"2.25framework:human-framework2026-08-21
ai_tellFramework ban list: "supercharge"2.25framework:human-framework2026-08-21
ai_tellExplaining subscription timing in customer copy as if reader needs product roadmap context2.25learned2026-10-02
ai_tellConditional product-behavior explanation in customer copy — 'if X, then Y fills in / appea2.25learned2026-10-04
ai_tellFormatting artifacts in customer copy (extra spaces before punctuation, inconsistent line2.25learned2026-10-05
ai_tellSymmetrical two-part abstract pairing with 'and' (e.g., 'the right work and the right bids2.25learned2026-10-06
ai_tellSymmetrical triad of abstract nouns (speed, accuracy, and efficiency)2.00seed2026-08-20
ai_tellColon after vague opener: Key benefits include:2.00seed2026-08-20
ai_tellFramework ban list: "game-changer"2framework:human-framework2026-08-21
ai_tellFramework ban list: "revolutionary"2framework:human-framework2026-08-21
ai_tellFramework ban list: "smart insights"2framework:human-framework2026-08-21
ai_tellFramework ban list: "data-driven decisions"2framework:human-framework2026-08-21
ai_tellFramework ban list: "designed for modern teams"2framework:human-framework2026-08-21
ai_tellFramework ban list: "everything you need"2framework:human-framework2026-08-21
ai_tellFramework ban list: "to the next level"2framework:human-framework2026-08-21
ai_tellFramework ban list: "hassle-free"2framework:human-framework2026-08-21
ai_tellFramework ban list: "one-stop shop"2framework:human-framework2026-08-21
ai_tellFramework ban list: "delve"2framework:human-framework2026-08-21
ai_tellFramework ban list: "leverage"2framework:human-framework2026-08-21
ai_tellFramework ban list: "utilize"2framework:human-framework2026-08-21
ai_tellFramework ban list: "facilitate"2framework:human-framework2026-08-21
ai_tellFramework ban list: "ecosystem"2framework:human-framework2026-08-21
ai_tellFramework ban list: "synergy"2framework:human-framework2026-08-21
ai_tellFramework ban list: "holistic"2framework:human-framework2026-08-21
ai_tellFramework ban list: "empower"2framework:human-framework2026-08-21
ai_tellFramework ban list: "transform your"2framework:human-framework2026-08-21
ai_tellFramework ban list: "in today's fast-paced"2framework:human-framework2026-08-21
ai_tellFramework ban list: "unlock the power of"2framework:human-framework2026-08-21
ai_tellFramework ban list: "fake precision: guaranteed/always/pWin"2framework:human-framework2026-08-21
ai_tellBranding "Honest" as a label2framework:ceo-2026-08-212026-08-21
ai_tell"scaffold" in customer copy2framework:ceo-2026-08-212026-08-21
ai_tellSymmetrical capability triad in marketing copy — three abstract nouns or gerunds in parall2.00learned2026-09-27
ai_tellReferring to UI elements by internal names ('the board', 'the matrix', 'the vault') before2.00learned2026-09-30
ai_tellExplaining product mechanics ('sorts', 'landed in source', 'available after') instead of u2.00learned2026-10-03
ai_tellExplaining sync/save mechanics with 'so that' or 'for' clauses that describe internal prod2.00learned2026-10-04
ai_tellExplaining future product behavior with 'When it ships' conditional clauses in customer co2.00learned2026-10-06
ai_tellExplaining the brand name in copy as if the reader cannot parse it1.75learned2026-09-26
ai_tellExplaining a past design decision in customer copy as if the reader cares about internal p1.75learned2026-09-27
ai_tellParenthetical feature clarification that explains internal product logic instead of user o1.75learned2026-10-02
ai_tellExplaining credit mechanics with conditional clauses in customer copy — 'if X, then Y is c1.75learned2026-10-05
ai_tellExplaining page structure or navigation mechanics ('sorts by', 'the board under that', 'av1.75learned2026-10-05
ai_tellStatus-label glossary block that explains internal taxonomy (Done/Partial/Planned, Active/1.75learned2026-10-07
ai_tellExplaining browser/device storage mechanics with 'starts on', 'saved on', 'synced to' clau1.75learned2026-10-09
ai_tellOpener: In today's ... landscape/world1.5seed2026-08-20
ai_tellLLM stock phrases: look no further, delve, dive into1.5seed2026-08-20
ai_tellTitle-Case Feature Names used as if self-explanatory1.50seed2026-08-20
ai_tellUniform medium-length sentences, no contractions, no rhythm variation1.5seed2026-08-20
ai_tellJourney framing: your journey / the journey1.5seed2026-08-20
ai_tellVague proximity language without concrete metric1.50learned2026-09-29
ai_tellParenthetical plan-tier label in page title as if reader needs internal product taxonomy e1.50learned2026-10-02
ai_tellInstructional imperative with quoted wrapper that sounds like a teacher explaining their o1.50learned2026-10-06
ai_tellExplaining page navigation or UI structure with spatial language ('under that', 'below', '1.50learned2026-10-08
ai_tellCapability list with imperative verbs in parallel structure but no priority signal or conn1.50learned2026-10-08
ai_tellPricing-tier label mid-sentence without context (e.g., 'Browse other shops on Pro' or 'Not1.50learned2026-10-08
ai_tellBiographical credential block with timeline gaps or vague transitions — 'then built', 'wen1.50learned2026-10-09
ai_tellExplaining past design decisions with 'made the app harder to read' or similar meta-commen1.50learned2026-10-09
ai_tellReferring to removed UI elements by their old names in customer copy as if explaining a mi1.50learned2026-10-09
ai_tellInvented metrics or customers1.25learned2026-09-26
ai_tellSymmetrical capability triad1.25learned2026-09-26
ai_tellPricing-page hypothetical customer quote without earned relationship context1.25learned2026-09-28
ai_tellBiographical credential block with adjective wrappers instead of concrete outcomes — 'exte1.25learned2026-09-30
ai_tellSymmetrical capability list with only periods separating — no verb, no priority, no flow (1.25learned2026-09-30
ai_tellExplaining brand name in parenthetical as if reader cannot parse it (e.g., 'M8 (mate)')1.25learned2026-09-30
ai_tellLine-break separated capability list without verbs — feature inventory formatted as instru1.25learned2026-10-02
ai_tellReferring to page sections by internal labels ('the board', 'Updates') before stating what1.25learned2026-10-03
ai_tellExplaining what a field or review 'is' or 'is not' in defensive framing before stating wha1.25learned2026-10-04
ai_tellPricing-tier label in feature description without context (e.g., 'Browse other shops on Pr1.25learned2026-10-06
ai_tellFuture product promise in present-tense customer copy without clear 'Coming' or 'Planned'1.25learned2026-10-08
ai_tellUnsourced claim presented as fact without citation, qualifier, or admission of missing dat1.25learned2026-10-08
ai_tellParenthetical feature clarification with 'this browser' or 'when you are signed in' that e1.25learned2026-10-09
ai_tellSymmetrical two-part abstract pairing with 'and' where both nouns are feelings or states,1.25learned2026-10-09
ai_tellAudience-hedge construction: Whether you are X or Y1seed2026-08-20
ai_tellFiller: it's worth noting / arguably / essentially1seed2026-08-20
ai_tellDouble hedge in one sentence (can help ... may ...)1seed2026-08-20
ai_tellAI-vendor jargon in marketing copy: grounded, hallucination1seed2026-08-20
ai_tell"theater" in customer copy1framework:ceo-2026-08-212026-08-21
ai_tellOne-click full X fiction1learned2026-09-26
ai_tellCategory label as customer-facing language ('robot voice', 'labor', 'theater') — internal1learned2026-10-01
ai_tellSymmetrical two-part category split with abstract nouns and no priority signal1learned2026-10-02
ai_tellCapability list with 'See X. Find Y. Get Z.' structure — no verb variation, no priority si1learned2026-10-04
ai_tellParenthetical plan-tier explanation in feature list as if reader needs internal product ta1learned2026-10-05
ai_tellExplaining past design decisions in customer copy as if the reader cares about internal pr1learned2026-10-06
ai_tellColon-separated capability list in imperative form without priority signal (e.g., 'Build X1learned2026-10-06
ai_tellSection header that names internal product positioning instead of reader outcome1learned2026-10-07
ai_tellCapability list with colons separating sub-items and no flow1learned2026-10-07
ai_tellCapability list with imperative verbs but no priority signal or flow — reads like a checkl1learned2026-10-07
ai_tellExplaining product mechanics with 'follows you' metaphor in customer copy instead of stati1learned2026-10-08
ai_tellPricing-page opener with problem language that assumes intimacy before establishing relati1learned2026-10-08
ai_tellCredit/wallet mechanics explanation with reset/rollover/expiry clauses in customer copy1learned2026-10-08
ai_tellExplaining what a status label means in a glossary block before showing the actual list —1learned2026-10-08
ai_tellSymmetrical two-part split with abstract nouns separated by period and no verb — 'Lessons1learned2026-10-10
ai_tellExplaining what is paused or unavailable with product-state labels ('Packs', 'Notice revie1learned2026-10-10
ai_tellExplaining page structure with 'Your X' possessive wrapper before establishing what the re1learned2026-10-10
ai_tellExplaining why a sequence exists with 'Why this order:' meta-commentary before the reader1learned2026-10-10
ai_tellExplaining paused/disabled features with 'whatever does X' or 'the part that' clauses inst1learned2026-10-11
ai_tellPricing-page problem language that names 'the mess you are in' before establishing relatio1learned2026-10-11
ai_tellParenthetical plan-tier label in instructional copy as if reader needs internal product ta1learned2026-10-11
ai_tellComma-separated capability list with no verb or priority in instructional context1learned2026-10-11
ai_tellExplaining page navigation with 'under that' or 'below that' before stating what each sect1learned2026-10-11
ai_tellExplaining what a status label means (Major/Minor, Active/Paused, Done/Partial/Planned) in1learned2026-10-11
ai_tellExplaining what happens 'when available' or 'if loaded' in instructional copy — conditiona1learned2026-10-12
ai_tellExplaining what a feature 'should' do in customer copy as if correcting a misconception —1learned2026-10-12
ai_tellSymmetrical capability list with NAICS codes appended as if self-explanatory in customer c1learned2026-10-12
ai_tellQuestion pile with no transition or priority signal — four or more questions in a row with1learned2026-10-12
ai_tellExplaining removed UI elements by their old names in customer copy as if explaining a migr1learned2026-10-12
ai_tellExplaining what a document section 'tells you' or 'is' before stating what to do with it1learned2026-10-12
ai_tellExplaining future product scope with 'Coming next:' block in customer copy that lists inte1learned2026-10-13
ai_tellExplaining product design rationale with 'because that is what X runs on' in customer copy1learned2026-10-13
ai_tellBullet-point status label with ellipsis ('checking availability…', 'coming soon…') repeate1learned2026-10-13
ai_tellParenthetical clarification after feature name that explains internal product taxonomy ins1learned2026-10-13
ai_tellExplaining certification status with defensive wrapper clause ('Do not count work placed w1learned2026-10-13
ai_tellSymmetrical capability list with only commas separating sub-items and no priority signal —1learned2026-10-13
ai_tellExplaining what JavaScript or browser features are required without stating what the reade1learned2026-10-14
ai_tellStatus glossary block that defines internal labels before showing the list1learned2026-10-14
ai_tellQuoted instructional wrapper that sounds like a teacher explaining their own pedagogy inst1learned2026-10-14
ai_tellExplaining what is NOT available or NOT included in defensive framing before stating what1learned2026-10-14
ai_tellExplaining product availability with 'opens' or 'available' clauses that describe launch t1learned2026-10-14
ai_tellCTA with future product promise wrapper instead of concrete artifact the reader gets today1learned2026-10-14
ai_tellExplaining conditional availability with 'when available' or 'if available' in customer co1learned2026-10-14
ai_tellParenthetical UI-element clarification with 'this device' or 'your account' that explains1learned2026-10-14
ai_tellColon-separated imperative list with no flow connector1learned2026-10-15
ai_tellBiographical credential block that opens with job title or role label instead of concrete1learned2026-10-15
ai_tellCapability list formatted as run-on sentence with commas and 'and' where each item is a ge1learned2026-10-15
ai_tellQuestion pile with no priority signal or connecting flow — FAQ inventory masquerading as i1learned2026-10-15
ai_tellExplaining page structure with 'Open this section to load' or 'It works without JavaScript1learned2026-10-15
ai_tellExplaining device/account sync mechanics with 'saved on this device' and 'import this devi1learned2026-10-15
military_humanBLUF: lead with the outcome in the first sentence; details after5seed2026-08-20
military_humanSecond person, active voice, contractions (you'll, don't, we'll)5seed2026-08-20
military_humanConcrete numbers and nouns over adjectives (the 8 agencies that buy what you sell)5seed2026-08-20
military_humanNCO directness: name the one next task plainly, reason in one clause5seed2026-08-20
military_humanPlain time commitments: We'll reply within two business days.5seed2026-08-20
military_humanAdmit missing data plainly (We don't have that data) — honesty buys authority5seed2026-08-20
military_humanOne next step, then quiet — do not fill silence with benefits4.75framework:ceo-2026-08-212026-08-21
military_humanQuiet confidence: no exclamation marks, no hype — the standard NCO brief register4.50seed2026-08-20
military_humanErrors and empty states teach: what happened, why it's normal, whether data survived, the3.75seed2026-08-20
military_humanCite a source or leave a blank — no unsourced claims, ever3.75framework:ceo-2026-08-212026-08-21
military_humanGate before move: state the prerequisite plainly, then the next action (e.g., 'Still getti3.75learned2026-09-27
military_humanPurpose test: every block answers why this exists for this person right now — what decisio3.50framework:human-framework2026-08-21
military_humanVerbs a hand can do: open, save, write, call, download, decide — not leverage, unlock, emp3.25framework:human-framework2026-08-21
military_humanHard subject, easy page: the harder the topic, the plainer the sentence3.25framework:ceo-2026-08-212026-08-21
military_humanPlain schoolbook words — the hard word wears the definition (dotted gloss), never a lectur3.25framework:ceo-2026-08-212026-08-21
military_humanOne analogy per surface, drawn from military or small-shop life, never forced2seed2026-08-20
military_humanShort sentences with varied rhythm; a question as a header where a curiosity gap helps2seed2026-08-20
military_humanEmotion is honesty about how it feels: frustration, relief, fear named cleanly, pride with2framework:human-framework2026-08-21
military_humanFlow: storyboard five beats before sentences — World, Pressure, Truth, Move, Proof. Listin2framework:human-framework2026-08-21
military_humanBiographical credential block with plain service record and concrete outcomes — years, tit2.00learned2026-09-27
military_humanBuild board as artifact name — plain status table without wrapper prose2.00learned2026-09-27
military_humanParallel imperative navigation — Choosing X? Link. Sizing Y? Link.2.00learned2026-09-27
military_humanConcrete artifact offered plainly (calendar .ics, email link, saved progress) — no hype wr1.75learned2026-09-26
military_humanTradeoff named in footer without apology: 'General guidance, not legal advice' / 'Paid thi1.75learned2026-09-26
military_humanPlain tradeoff in parenthetical without apology (e.g., '(other veteran shops, not a prime1.75learned2026-09-27
military_humanParallel structure naming what we do and what we refuse1.75learned2026-09-27
military_humanImperative-first instruction with reason clause1.50learned2026-09-26
military_humanNamed traps with plain consequence1.50learned2026-09-26
military_humanImperative sentence in quotes as standalone teaching directive1.50learned2026-09-26
military_humanConcrete criteria over vague 'right' language — name the filter (NAICS, set-aside, due dat1.50learned2026-09-26
military_humanGate before move with plain consequence and no apology1.50learned2026-09-28
military_humanMap before move: state the prep artifact, then the action1.25learned2026-09-26
military_humanChecklist as proof of readiness1.25learned2026-09-26
military_humanPlain admission of technical constraint without apology theater1.25learned2026-09-26
military_humanWe automate (labor) / We refuse (robot voice) — parallel structure naming tradeoffs1learned2026-09-26
military_humanOne move per CTA — 'Start free and finish one SAM step today' beats 'Start free and we'll1learned2026-09-26
military_humanPrerequisite section with plain gate and next move1learned2026-09-26
military_humanConcrete gate with plain consequence and no apology theater1learned2026-09-27
military_humanConcrete artifact named in footer without wrapper — 'Print the one-page capability stateme1learned2026-09-27
military_humanSecurity instruction with plain reason clause: 'Keep X out of any message: [list]. Support1learned2026-09-28
military_humanStatus table with plain artifact names and no wrapper prose — Done/Partial/Planned as gate1learned2026-09-28
military_humanParallel imperative navigation with artifact names — 'Open Compare → · Read plans → · Mana1learned2026-09-28
military_humanConcrete outcome in CTA instead of vague 'next steps' promise1learned2026-09-28
military_humanParallel structure naming what we do and what we refuse, with concrete examples under each1learned2026-09-29
military_humanImperative instruction with artifact name and plain consequence — 'Save vault → Sync to ac1learned2026-09-29
military_humanImperative gate with plain consequence and no wrapper — 'If X is not done, pause and finis1learned2026-09-29
military_humanTrap catalog with plain consequence — bullet list of common mistakes followed by one-line1learned2026-09-29
military_humanChecklist as readiness proof with concrete artifact names — not 'ensure you have' but 'UEI1learned2026-09-29
military_humanPrerequisite gate with plain artifact names and imperative navigation1learned2026-09-29
military_humanParenthetical assumption statement with plain prerequisite1learned2026-09-29
military_humanImperative instruction with artifact name and reason clause in one line1learned2026-09-29
military_humanParallel imperative navigation with artifact names1learned2026-09-29
military_humanPlain tradeoff in footer without apology1learned2026-09-29
military_humanImperative navigation with artifact name — 'Open X' / 'Read Y' / 'Download Z' — each link1learned2026-09-30
military_humanStatus taxonomy stated as plain consequence, not internal label — 'Done / Partial / Planne1learned2026-09-30
military_humanPlain gate with artifact name and no wrapper — 'If you cannot access X, use Y from Z and w1learned2026-09-30
military_humanConcrete credential block with plain service record and concrete outcomes — years, titles,1learned2026-09-30
military_humanPlain admission of certification status without apology or hype — state the gate, the cons1learned2026-09-30
military_humanConcrete tradeoff in parenthetical without apology — state what the thing is NOT, then wha1learned2026-09-30
military_humanParallel structure naming manual labor vs. automated artifact — 'By hand: [steps]. On [Pla1learned2026-09-30
military_humanParallel imperative navigation with artifact names — 'Open X → · Read Y → · Manage Z' — ea1learned2026-09-30
military_humanImperative instruction in quotes as standalone teaching directive with concrete time gate1learned2026-10-01
military_humanPlain service-level commitment with concrete time window1learned2026-10-01
military_humanPlain gate with consequence and no apology in certification status1learned2026-10-01
military_humanConcrete artifact list with no wrapper prose in differentiators section1learned2026-10-01
military_humanParallel structure with concrete artifact names in tradeoff lists — 'We automate: X · Y ·1learned2026-10-01
military_humanPrerequisite stated as plain fact, then the move — 'Vault starts on this device. Sync to a1learned2026-10-01
military_humanGate with plain consequence and next move — prerequisite stated, then action, no apology1learned2026-10-02
military_humanCustomer quote as plan selector — plain problem statement in first person, no hype wrapper1learned2026-10-02
military_humanGate-then-consequence instruction with plain admission of risk1learned2026-10-02
military_humanImperative checklist with artifact proof1learned2026-10-02
military_humanNamed trap with plain consequence and no lecture1learned2026-10-02
military_humanConcrete time budget in section header1learned2026-10-02
military_humanPlain tradeoff in parenthetical without apology1learned2026-10-02
military_humanPrerequisite gate with plain artifact link and no apology — 'Not there yet? Use X first.'1learned2026-10-02
military_humanImperative instruction with artifact reference in parallel structure — 'run X beside Y, fi1learned2026-10-02
military_humanPlain tradeoff with 'extra, not a replacement' structure — names what it does and what it1learned2026-10-02
military_humanConcrete time gate with plain consequence and no wrapper — 'Pay only when X' structure1learned2026-10-02
military_humanParallel imperative navigation with plain gate — 'Choosing X? Start with Y.' — no wrapper1learned2026-10-03
military_humanPlain consequence stated in same sentence as gate — 'Cancellation stops future renewals. P1learned2026-10-03
military_humanParallel structure naming what we do and what we refuse — 'no emails, calls, or retention1learned2026-10-03
military_humanPlain service record with concrete outcomes in biographical block — years, titles, dollar1learned2026-10-03
military_humanParallel structure naming what we do and what we refuse — tradeoff stated plainly without1learned2026-10-03
military_humanRedirect page states the move plainly without explaining internal product decisions1learned2026-10-03
military_humanImperative instruction in quotes as standalone teaching directive with plain consequence1learned2026-10-03
military_humanPlain time commitment with concrete SLA1learned2026-10-03
military_humanImperative with reason clause, no filler — 'Build X first. Then Y.' or 'Start from X when1learned2026-10-04
military_humanParallel structure naming what we do and what we refuse — 'We automate (labor)' / 'We refu1learned2026-10-04
military_humanStatus table with plain artifact name and no wrapper prose — 'Done / Partial / Planned' as1learned2026-10-04
military_humanPlain tradeoff in body copy without apology or defensive framing — state what changed, wha1learned2026-10-04
military_humanConcrete capability list with plain service nouns, no adjectives, no hype wrapper1learned2026-10-04
military_humanPlain tradeoff in one sentence without apology or wrapper — 'X is extra, not a replacement1learned2026-10-04
military_humanConcrete time commitment in plain register — 'It takes a few minutes' / 'We'll write you t1learned2026-10-04
military_humanImperative CTA with plain artifact name and no hype wrapper1learned2026-10-04
military_humanSecurity instruction with plain reason clause, no threat theater1learned2026-10-04
military_humanGate before move: state the prerequisite plainly, then the next action1learned2026-10-05
military_humanPlain gate before move: state the prerequisite plainly, then the next action (e.g., 'Still1learned2026-10-05
military_humanHypothetical customer quote with plain pain language in pricing tier description (e.g., 'I1learned2026-10-05
military_humanPlain artifact name without wrapper prose (e.g., 'Updates: what changed and when' instead1learned2026-10-05
military_humanParallel structure with colon separator for category splits (e.g., 'Major: new tools. Mino1learned2026-10-05
military_humanConcrete artifact link with plain label and no wrapper prose1learned2026-10-06
military_humanLegal text with plain-language structure — short declarative sentences, concrete timing, n1learned2026-10-06
military_humanTradeoff named in policy without apology — plain statement of what does not happen, no wra1learned2026-10-06
military_humanPlain service record with concrete outcomes — years, titles, dollar figures, agency names1learned2026-10-06
military_humanRedirect with plain location statement, no apology or explanation — 'Those answers now liv1learned2026-10-06
military_humanConcrete artifact named plainly in CTA (e.g., 'Search spending', 'Download the matrix', 'S1learned2026-10-06
military_humanTradeoff stated in one plain clause without apology (e.g., 'Primes still look on SAM and D1learned2026-10-06
military_humanPrerequisite stated as imperative before the dependent action — gate before move (e.g., 'S1learned2026-10-06
military_humanTradeoff named in present tense without apology or future promise — what we refuse, stated1learned2026-10-06
military_humanGate before move with plain prerequisite statement1learned2026-10-07
military_humanConcrete time commitment without hedging1learned2026-10-07
military_humanInline status labels without preamble — 'Done: live. Partial: thin. Planned: not shipped.'1learned2026-10-07
military_humanGate before move with plain prerequisite statement and consequence1learned2026-10-07
military_humanConcrete artifact offer with plain availability statement1learned2026-10-07
military_humanComparison table with plain tradeoff language — 'Where we win' / 'Where we trail' with no1learned2026-10-07
military_humanPrice stated as concrete range with verification instruction, not fake precision1learned2026-10-07
military_humanGate-before-move instruction: state prerequisite plainly, then next action in one sentence1learned2026-10-07
military_humanTrap catalog with concrete examples: list the mistake, then the artifact that prevents it1learned2026-10-07
military_humanOutcome-first project description: customer, scope, period, dollar value, role, outcome me1learned2026-10-07
military_humanGate-before-move structure: state the prerequisite plainly, then the next action in one se1learned2026-10-08
military_humanNumbered list with outcome labels, not feature names — each item states what the reader ge1learned2026-10-08
military_humanConcrete artifact over abstract promise in CTA or outcome statement1learned2026-10-08
military_humanState the fallback plainly when a feature requires a condition (e.g., 'If JavaScript is of1learned2026-10-08
military_humanGate before move: state the prerequisite plainly, then the next action (e.g., 'New to fede1learned2026-10-08
military_humanImperative instruction with quoted wrapper that teaches the practice itself, not the pedag1learned2026-10-08
military_humanPlain gate before move: state the blocker, then the workaround or official source — e.g.,1learned2026-10-08
military_humanConcrete refusal list with no hedging — 'We refuse' followed by specific bad practices, no1learned2026-10-09
military_humanImperative instruction with artifact outcome in same sentence — 'Build X, you fill Y' stru1learned2026-10-09
military_humanLegal/policy copy that states facts in plain register without defensive wrappers — no 'ple1learned2026-10-09
military_humanConcrete time commitment stated plainly without hedge — 'We aim to respond within two busi1learned2026-10-09
military_humanConcrete credential sequence with years, titles, and outcomes — no adjective wrappers, no1learned2026-10-09
military_humanAdmit certification status plainly with no defensive framing — 'SDVOSB certification in pr1learned2026-10-09
military_humanImperative opener with concrete prerequisite check before instruction1learned2026-10-10
military_humanConsequence stated as fact in one clause, no threat theater1learned2026-10-10
military_humanChecklist with concrete artifacts, not abstract outcomes1learned2026-10-10
military_humanTrap list with real beginner mistakes, no hedging1learned2026-10-10
military_humanStatus-label glossary block that explains internal taxonomy (Done/Partial/Planned, Active/1learned2026-10-10
military_humanConcrete artifact list with no wrapper — just the nouns the reader can verify or use (UEI,1learned2026-10-10
military_humanStatus words inline without preamble — Done/Partial/Planned appear as labels in the list i1learned2026-10-10
military_humanBLUF with concrete artifact named first, then one-clause reason — 'First: X. Then: Y.' str1learned2026-10-10
military_humanConditional instruction with 'If X, do Y. If Z, do W.' structure — no symmetrical pairing,1learned2026-10-10
military_humanConcrete artifact as CTA outcome instead of vague promise1learned2026-10-10
military_humanPrerequisite stated as blocker, not feature1learned2026-10-10
military_humanImperative instruction followed by quoted timing constraint in separate sentence1learned2026-10-11
military_humanConcrete SLA stated plainly without hedging1learned2026-10-11
military_humanState current reality, then stop — no conditional future promises in customer copy unless1learned2026-10-11
military_humanWhen explaining what is paused or unavailable, lead with what still works — not with what1learned2026-10-11
military_humanPrerequisite stated plainly with concrete next artifact, no wrapper1learned2026-10-11
military_humanInstructional imperative with artifact outcome, no celebration or explanation of pedagogy1learned2026-10-11
military_humanStatus label inline with no preamble — 'Major: new feature or paid tool closing. Minor: tw1learned2026-10-11
military_humanBLUF refusal statement before capability list — 'We refuse (robot voice)' followed by conc1learned2026-10-12
military_humanArtifact-first instruction — 'Build the matrix before you write' — states the sequence wit1learned2026-10-12
military_humanLegal/policy copy that states the rule, the reason in one clause, and stops — no hedging,1learned2026-10-12
military_humanPolicy copy that names the tradeoff or limitation plainly without apology or upsell wrappe1learned2026-10-12
military_humanConcrete credential sequence with years, titles, and outcomes — no adjective wrappers1learned2026-10-12
military_humanLegal/compliance data block with no marketing wrapper — just facts1learned2026-10-12
military_humanAdmitting missing certification plainly in customer copy without defensive framing1learned2026-10-12
military_humanConcrete artifact named in CTA instead of vague promise wrapper1learned2026-10-12
military_humanTradeoff stated plainly in one clause with no defensive wrapper1learned2026-10-12
military_humanPrerequisite stated as blocker, not as feature benefit1learned2026-10-12
military_humanTrap/mistake block with plain header and bullet list of concrete errors1learned2026-10-12
military_humanOutcome-first task framing with reason clause1learned2026-10-12
military_humanParenthetical source citation in instructional copy — (SBA.gov), (IRS.gov), (SBA) — that n1learned2026-10-13
military_humanNumbered list with outcome-first label and plain subordinate clause — '1. SAM.gov registra1learned2026-10-13
military_humanStatus label at start of sentence with no wrapper — 'Done. Partial. Planned.' — then concr1learned2026-10-13
military_humanConcrete artifact or decision at end of section — 'You leave with X' or 'Next: Y' — instea1learned2026-10-13
military_humanStatus block with concrete taxonomy labels and no wrapper prose — legal name, UEI, entity1learned2026-10-13
military_humanAdmitting missing data with concrete timeline and instruction — 'No federal past performan1learned2026-10-13
military_humanLegal disclaimer in plain register without salesman wrapper1learned2026-10-14
military_humanConcrete artifact over abstract state in feature descriptions1learned2026-10-14
military_humanImperative menu with artifact outcome, no feature soup1learned2026-10-14
military_humanPrice first, then one problem, then one move — no throat-clearing1learned2026-10-14
military_humanState current reality, then stop — no conditional future clauses in customer copy1learned2026-10-14
military_humanImperative with dash connector for flow — 'Do X — then Y' or 'State — consequence'1learned2026-10-14
military_humanSequence stated as numbered list with verb-first imperatives, no wrapper sentence1learned2026-10-14
military_humanImperative verb, concrete artifact, stop — no wrapper explaining why the step exists1learned2026-10-14
military_humanNegative capability statement with concrete boundary — 'No X, no Y' structure1learned2026-10-14
military_humanTrap/mistake block with plain header and concrete examples1learned2026-10-15
military_humanOutcome artifact named in section closer1learned2026-10-15
military_humanCancellation mechanics stated as concrete sequence with no defensive wrapper — 'Cancel any1learned2026-10-15
military_humanLegal condition stated plainly with concrete trigger and outcome — 'if X, we Y' — no throa1learned2026-10-15
military_humanBiographical credential block in plain-spoken resume sequence — years, title, outcome — wi1learned2026-10-15
military_humanQuestion as section header with answer immediately following — BLUF structure that names t1learned2026-10-15
military_humanColon-separated capability list with concrete nouns and no wrapper — just the artifact the1learned2026-10-15
military_humanParenthetical source citation inline with no wrapper — just the .gov domain1learned2026-10-15

Change ledger — every change the auditor made or observed (newest first, last 300; full history in voice_audit.changes)

Review this for drift: bad curating shows up as noisy patterns added, good rules demoted, or dismissals that should not be dismissals.

when (UTC)changesubjectdetail
10-15 10:08pattern_addedmilitary_human: Trap/mistake block with plain header and concrete examplesweight 1
10-15 10:08pattern_addedmilitary_human: Outcome artifact named in section closerweight 1
10-15 10:08finding_openedhttps://ai.fedm8.com/about.htmlA veteran-led company that teams on federal work.
10-15 10:08finding_openedhttps://ai.fedm8.com/about.htmlFedM8 helps you put both to work in a business that wins federal contracts: SAM.gov, VetCert, the right bids,
10-15 10:08finding_openedhttps://ai.fedm8.com/about.htmlWe walk veteran-owned businesses step-by-step through SAM.gov registration, SBA VetCert (VOSB / SDVOSB), and m
10-15 10:08finding_openedhttps://ai.fedm8.com/about.htmlThe certification road is measured in months and acronyms.
10-15 10:08finding_openedhttps://ai.fedm8.com/about.htmlService-disabled veteran who has worked federal contracting since 1999 from all three sides of the table: six
10-15 10:08finding_openedhttps://ai.fedm8.com/about.htmlHe went on to lead eStreamTV, delivering live IPTV and programmatic advertising to multi-dwelling properties,
10-15 10:08finding_resolvedhttps://ai.fedm8.com/pain.htmlThe old quote wall and "Elephant Path" name made the app harder to read. → excerpt no longer on the live page
10-15 10:08pattern_addedai_tell: Colon-separated imperative list with no flow connectorweight 1
10-15 10:08pattern_addedmilitary_human: Cancellation mechanics stated as concrete sequence with no defenweight 1
10-15 10:08pattern_addedmilitary_human: Legal condition stated plainly with concrete trigger and outcomeweight 1
10-15 10:08pattern_addedai_tell: Biographical credential block that opens with job title or role label iweight 1
10-15 10:08pattern_addedai_tell: Capability list formatted as run-on sentence with commas and 'and' wherweight 1
10-15 10:08pattern_addedmilitary_human: Biographical credential block in plain-spoken resume sequence —weight 1
10-15 10:08pattern_addedai_tell: Question pile with no priority signal or connecting flow — FAQ inventorweight 1
10-15 10:08pattern_addedmilitary_human: Question as section header with answer immediately following — Bweight 1
10-15 10:08pattern_addedai_tell: Explaining page structure with 'Open this section to load' or 'It worksweight 1
10-15 10:08pattern_addedai_tell: Explaining device/account sync mechanics with 'saved on this device' anweight 1
10-15 10:08pattern_addedmilitary_human: Colon-separated capability list with concrete nouns and no wrappweight 1
10-15 10:08pattern_addedmilitary_human: Parenthetical source citation inline with no wrapper — just theweight 1
10-15 10:08pattern_reweightedai_tell: Framework ban list: "seamless"weight 2.75 → weight 3.00
10-15 10:08pattern_reweightedai_tell: Feature soup: stacking 3+ capabilities in one block with only periods oweight 4.75 → weight 5.00
10-15 10:08pattern_reweightedai_tell: Hedging boilerplate: may vary, it is recommended, is designed to helpweight 2.50 → weight 2.75
10-15 10:08pattern_reweightedai_tell: Framework ban list: "AI-powered (as a brag)"weight 2.50 → weight 2.75
10-15 10:08pattern_reweightedai_tell: Explaining browser/device storage mechanics with 'starts on', 'saved onweight 1.50 → weight 1.75
10-15 10:08pattern_reweightedai_tell: Biographical credential block with timeline gaps or vague transitions —weight 1.25 → weight 1.50
10-15 10:08pattern_reweightedai_tell: Explaining what a feature is NOT before stating what it does — defensivweight 3.75 → weight 4.00
10-15 10:08pattern_reweightedai_tell: Software-subject framing: designed to / aims to / allows you to / enablweight 2.75 → weight 3.00
10-15 10:08pattern_reweightedai_tell: Category words: utilize, leverage, comprehensive, seamless, robust, cutweight 3.00 → weight 3.25
10-15 10:08pattern_reweightedai_tell: Explaining product mechanics ('for FedM8 AI', 'so the system can', 'toweight 3.75 → weight 4.00
10-15 10:08pattern_reweightedai_tell: Explaining page structure or navigation mechanics ('sorts by', 'the boaweight 1.50 → weight 1.75
10-15 10:08pattern_reweightedai_tell: "journey" in customer copyweight 2.50 → weight 2.75
10-15 10:08pattern_reweightedai_tell: Throat-clearing openers: In order to, Please note, It is important to,weight 2.75 → weight 3.00
10-15 10:08pattern_reweightedai_tell: Explaining past design decisions with 'made the app harder to read' orweight 1.25 → weight 1.50
10-15 10:08pattern_reweightedai_tell: Symmetrical two-part abstract pairing with 'and' where both nouns are fweight 1 → weight 1.25
10-15 10:08pattern_reweightedai_tell: Sentence fragment pile in instructional copy — noun phrase, period, nouweight 3.00 → weight 3.25
10-15 10:08pattern_reweightedai_tell: Referring to removed UI elements by their old names in customer copy asweight 1.25 → weight 1.50
10-15 10:08pattern_reweightedai_tell: Colon-separated capability list with no verb or priority — feature inveweight 2.50 → weight 2.75
10-15 10:08pattern_reweightedai_tell: Sentence describes the software instead of the reader's situation (subjweight 3.25 → weight 3.50
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmlWhat are you trying to stop struggling with?
10-14 10:08finding_openedhttps://ai.fedm8.com/features.htmlange landed. The board tracks development as Done, Partial, or Planned. Current tool availability appears belo
10-14 10:08finding_openedhttps://ai.fedm8.com/features.htmlit AI steps Checking availability… Proposal Studio Available . Outline, matrix, and export do not spend credit
10-14 10:08finding_openedhttps://ai.fedm8.com/features.htmlWhat's built, what's partial, what's planned
10-14 10:08finding_openedhttps://ai.fedm8.com/features.htmlUpdates show when a change landed. The board tracks development as Done, Partial, or Planned.
10-14 10:08finding_openedhttps://ai.fedm8.com/features.htmlCurrent tool availability appears below.
10-14 10:08finding_openedhttps://ai.fedm8.com/features.htmlOutline, matrix, and export do not spend credits.
10-14 10:08finding_openedhttps://ai.fedm8.com/learn.html· Free local help (SBDC, VBOC, SCORE) Questions: contact us . We answer within two business days. Your next us
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmlwas $59 $39 /mo Launch price · cancel anytime 14-day money-back guarantee. No questions asked. Everything in F
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmlas $199 $149 /mo Launch price · cancel anytime 14-day money-back guarantee. No questions asked. Everything in
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmlreviews and AI credits Questions Still getting registered? Stay on Free. Finish SAM and certs first. Paying fo
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmlSee set-asides with federal spending
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmlSee the match score and the reasons on notices that fit your company
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmlBuild a compliance matrix and proposal outline with Proposal Studio; these deterministic tools use no AI credi
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmlUse Win Kit, a step-by-step Pro bid workflow; check its AI availability below
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmlNotice reviews, AI chat, scheduled briefs, and credit packs: checking availability…
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmlAvailable · Proposal Studio outline, matrix, and export use no AI credits.
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmlPaying for search before you can legally bid is how people burn money.
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmlThe pain is finding the right notices and not missing the clock, not competitor graphs.
10-14 10:08finding_openedhttps://ai.fedm8.com/index.htmlr counts. See open work → 3 Find primes Subcontract or 1099 with bigger shops already winning. Your fastest fi
10-14 10:08finding_openedhttps://ai.fedm8.com/index.htmlThe paperwork that unlocks set-aside contracts — in the right order, with nothing skipped.
10-14 10:08finding_openedhttps://ai.fedm8.com/proposal.htmlPro account so FedM8 AI can cite them. One project per block: customer · scope · period · value · result · POC
10-14 10:08finding_openedhttps://ai.fedm8.com/proposal.htmlto your Pro account. 3. Workbench, matrix from this notice If you loaded a notice above, shred text fills in w
10-14 10:08finding_openedhttps://ai.fedm8.com/proposal.htmllue · result · POC Save vault Sync to account Download vault .txt Clear this device's copy Saved on this devic
10-14 10:08finding_openedhttps://ai.fedm8.com/proposal.htmlount. AI draft steps: Win Kit shows its current availability . Check every draft against the notice and your o
10-14 10:08finding_openedhttps://ai.fedm8.com/proposal.htmlThe vault starts on this device. Choose Sync to account to save these facts in your Pro account so FedM8 AI ca
10-14 10:08finding_openedhttps://ai.fedm8.com/proposal.htmlLive: Matrix, outline, vault packing from the current editor copy, Q&A/amendment checklist, download, plus Win
10-14 10:08finding_openedhttps://ai.fedm8.com/features.html, what's partial, what's planned What FedM8 AI can do today Updates show when a change landed. The board track
10-14 10:08finding_openedhttps://ai.fedm8.com/features.htmlat FedM8 AI can do today Updates show when a change landed. The board tracks development as Done, Partial, or
10-14 10:08finding_openedhttps://ai.fedm8.com/features.htmlone, Partial, or Planned. Current tool availability appears below. Current tool availability Notice reviews an
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmll me when sign-up opens Pro For someone already bidding who needs to see who won last time. “The same primes k
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmltion steps List your business in the Veteran Directory More in Free See set-asides with federal spending Optio
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.html14-day money-back guarantee. No questions asked. Everything in Free Search by your work, location, and set-asi
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmlfore you commit Get alerts for new work and amendments More in Basic See the match score and the reasons on no
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmla step-by-step Pro bid workflow; check its AI availability below Notice reviews, AI chat, scheduled briefs, an
10-14 10:08finding_openedhttps://ai.fedm8.com/plans.htmlCredit packs are not currently offered.
10-14 10:08finding_openedhttps://ai.fedm8.com/index.htmlFedM8: Walk through the government vendor list, then find work worth a bid Fed M8 Your mate in Federal Contrac
10-14 10:08finding_openedhttps://ai.fedm8.com/index.htmlWhat is paused .
10-14 10:08finding_openedhttps://ai.fedm8.com/index.htmlOpens Nov 1. Leave your email and we'll write you that day.
10-14 10:08finding_openedhttps://ai.fedm8.com/proposal.htmlncited technical claims 2. Past Performance Vault The vault starts on this device. Choose Sync to account to s
10-14 10:08finding_openedhttps://ai.fedm8.com/proposal.htmlSaved on this device until you sync it to your Pro account.
10-14 10:08finding_openedhttps://ai.fedm8.com/proposal.htmlThe vault is local until you sync it to your Pro account.
10-14 10:08finding_resolvedhttps://ai.fedm8.com/plans.htmlSee where the government spends money (agencies & industries) Get through SAM and certifications in the right
10-14 10:08finding_resolvedhttps://ai.fedm8.com/plans.htmlCut the firehose. Search by what you sell, where you work, and your set-aside Open bid docs from the notice (n
10-14 10:08finding_resolvedhttps://ai.fedm8.com/plans.htmlSee who won this work before and what got paid Win patterns: typical size, competition, peak months, set-aside
10-14 10:08finding_resolvedhttps://ai.fedm8.com/plans.htmlShow up for subcontracting (Veteran Directory: other veteran shops, not a prime marketplace) → excerpt no long
10-14 10:08finding_resolvedhttps://ai.fedm8.com/plans.htmlCatch recompetes before the incumbent walks them again → excerpt no longer on the live page
10-14 10:08finding_resolvedhttps://ai.fedm8.com/plans.htmlMatch the plan to the mess you are in. → excerpt no longer on the live page
10-14 10:08finding_resolvedhttps://ai.fedm8.com/plans.htmlBuild a shall /must matrix before you write a page → excerpt no longer on the live page
10-14 10:08finding_resolvedhttps://ai.fedm8.com/plans.htmlSee where the government spends money (agencies & industries) Get through SAM and certifications in the right
10-14 10:08finding_resolvedhttps://ai.fedm8.com/plans.htmlVeteran Directory: other veteran shops, not a prime marketplace → excerpt no longer on the live page
10-14 10:08finding_resolvedhttps://ai.fedm8.com/features.htmlThe board under that is every feature: finished, partial, or planned. → excerpt no longer on the live page
10-14 10:08finding_resolvedhttps://ai.fedm8.com/features.htmlUpdates is what changed, and the day it landed. → excerpt no longer on the live page
10-14 10:08finding_resolvedhttps://ai.fedm8.com/features.htmlChoosing a plan? Features by plan sorts the same work by what you would pay for. → excerpt no longer on the li
10-14 10:08pattern_reweightedai_tell: Explaining sync/save mechanics with 'so that' or 'for' clauses that desweight 1.75 → weight 2.00
10-14 10:08finding_resolvedhttps://ai.fedm8.com/proposal.htmlault Vault starts on this device; Sync to account stores it for FedM8 AI on Pro. 3. Workbench, matrix from thi
10-14 10:08finding_resolvedhttps://ai.fedm8.com/proposal.htmllue · result · POC Save vault Sync to account Download vault .txt Clear vault Vault starts on this device; Syn
10-14 10:08finding_resolvedhttps://ai.fedm8.com/plans.htmlProposal Assist + your Past Performance Vault (your facts only) → excerpt no longer on the live page
10-14 10:08finding_resolvedhttps://ai.fedm8.com/index.htmly notice. See open work → 3 Find primes Subcontract or 1099 with bigger shops already winning. Your fastest fi
10-14 10:08finding_resolvedhttps://ai.fedm8.com/proposal.htmlfor FedM8 AI on Pro. 3. Workbench, matrix from this notice If you loaded a notice above, shred text fills in w

| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/plans.html | See where the government spends money (agencies & industries) Get through SAM and certifications in the right |

| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/features.html | , what's partial, what's planned What FedM8 AI can do today Updates is what changed, and the day it landed. Th |

| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/plans.html | Cut the firehose. Search by what you sell, where you work, and your set-aside Open bid docs from the notice (n | | 10-14 10:08 | finding_resolved | https://ai.fedm8.com/plans.html | See who won this work before and what got paid Win patterns: typical size, competition, peak months, set-aside |

| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/proposal.html | ntel Not shipped: Cloud LLM that writes proposal narrative. When it ships, it will still require a vault or ma |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/features.html | Updates is what changed, and the day it landed. The board under that is every feature: finished, partial, or p |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/proposal.html | ou typed. Saved on this browser and, when you are signed in on Pro, synced to your FedM8 account so FedM8 AI c |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/proposal.html | arts on this device; Sync to account stores it for FedM8 AI on Pro. 3. Workbench, matrix from this notice If y |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/proposal.html | Facts you typed. Saved on this browser and, when you are signed in on Pro, synced to your FedM8 account so Fed |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/proposal.html | Vault starts on this device; Sync to account stores it for FedM8 AI on Pro. → excerpt no longer on the live pa |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/proposal.html | technical claims 2. Past Performance Vault Facts you typed. Saved on this browser and, when you are signed in  |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/proposal.html | at ships here vs later Live: Matrix, outline, vault packing (this browser), Q&A/amendment checklist, download, |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/proposal.html | ill never invent a customer or metric. One project per block: customer · scope · period · value · result · POC |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/proposal.html | Live: Matrix, outline, vault packing (this browser), Q&A/amendment checklist, download, plus Win patterns in A |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/proposal.html | Not shipped: Cloud LLM that writes proposal narrative. When it ships, it will still require a vault or matrix  |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/plans.html | r pipeline Email me on November 1 Still getting registered? Stay on Free. Finish SAM and certs first. Paying f |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/plans.html | Email me on November 1 Pro For someone already bidding who needs to see who won last time. “The same primes ke |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/plans.html | Notice reviews are paused right now. Packs aren't for sale. → excerpt no longer on the live page |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/plans.html | Read-only Assist, paused along with notice reviews. It cannot touch your account or pipeline → excerpt no long |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/plans.html | Opening a notice to read it and the plain summary on each card do not spend credits. → excerpt no longer on th |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/plans.html | The paused part is whatever spends credits: card reviews, the FedM8 AI drawer, and scheduled briefs. → excerpt |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/plans.html | 14-day money-back guarantee. No questions asked. Everything in Free Cut the firehose. Search by what you sell, |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/plans.html | 14-day money-back guarantee. No questions asked. Everything in Basic See who won this work before and what got |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/plans.html | eline Email me on November 1 Still getting registered? Stay on Free. Finish SAM and certs first. Paying for se |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/plans.html | ss you are in. New accounts open November 1, 2026. Veterans get 3 months of Pro free at sign-up. Email me when |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/features.html | hed, partial, or planned. Choosing a plan? Features by plan sorts the same work by what you would pay for. Upd |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/features.html | an do today Updates is what changed, and the day it landed. The board under that is every feature: finished, p |
| 10-14 10:08 | finding_resolved | https://ai.fedm8.com/features.html | y Updates is what changed, and the day it landed. The board under that is every feature: finished, partial, or |
| 10-14 10:08 | pattern_added | military_human: Legal disclaimer in plain register without salesman wrapper | weight 1 |
| 10-14 10:08 | pattern_added | ai_tell: Explaining what JavaScript or browser features are required without sta | weight 1 |
| 10-14 10:08 | pattern_added | ai_tell: Status glossary block that defines internal labels before showing the l | weight 1 |
| 10-14 10:08 | pattern_added | military_human: Concrete artifact over abstract state in feature descriptions | weight 1 |
| 10-14 10:08 | pattern_added | ai_tell: Quoted instructional wrapper that sounds like a teacher explaining thei | weight 1 |
| 10-14 10:08 | pattern_added | military_human: Imperative menu with artifact outcome, no feature soup | weight 1 |
| 10-14 10:08 | pattern_added | ai_tell: Explaining what is NOT available or NOT included in defensive framing b | weight 1 |
| 10-14 10:08 | pattern_added | military_human: Price first, then one problem, then one move — no throat-clearin | weight 1 |
| 10-14 10:08 | pattern_added | military_human: State current reality, then stop — no conditional future clauses | weight 1 |
| 10-14 10:08 | pattern_added | ai_tell: Explaining product availability with 'opens' or 'available' clauses tha | weight 1 |
| 10-14 10:08 | pattern_added | ai_tell: CTA with future product promise wrapper instead of concrete artifact th | weight 1 |
| 10-14 10:08 | pattern_added | military_human: Imperative with dash connector for flow — 'Do X — then Y' or 'St | weight 1 |
| 10-14 10:08 | pattern_added | military_human: Sequence stated as numbered list with verb-first imperatives, no | weight 1 |
| 10-14 10:08 | pattern_added | ai_tell: Explaining conditional availability with 'when available' or 'if availa | weight 1 |
| 10-14 10:08 | pattern_added | ai_tell: Parenthetical UI-element clarification with 'this device' or 'your acco | weight 1 |
| 10-14 10:08 | pattern_added | military_human: Imperative verb, concrete artifact, stop — no wrapper explaining | weight 1 |
| 10-14 10:08 | pattern_added | military_human: Negative capability statement with concrete boundary — 'No X, no | weight 1 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Status-label glossary block that explains internal taxonomy (Done/Parti | weight 1.50 → weight 1.75 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Explaining credit mechanics with conditional clauses in customer copy — | weight 1.50 → weight 1.75 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Framework ban list: "unlock" | weight 2.25 → weight 2.50 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Feature soup: stacking 3+ capabilities in one block with only periods o | weight 4.50 → weight 4.75 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Explaining internal product taxonomy (Major/Minor, Tier 1/2, Phase A/B) | weight 3.00 → weight 3.25 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Forced casual register without earned context (e.g., 'the mess you are  | weight 2.75 → weight 3.00 |
| 10-14 10:08 | pattern_reweighted | ai_tell: CTA with vague promise wrapper instead of concrete next artifact | weight 2.50 → weight 2.75 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Explaining browser/device storage mechanics with 'starts on', 'saved on | weight 1.25 → weight 1.50 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Explaining product mechanics ('sorts', 'landed in source', 'available a | weight 1.75 → weight 2.00 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Explaining what a feature is NOT before stating what it does — defensiv | weight 3.50 → weight 3.75 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Pricing-tier label mid-sentence without context (e.g., 'Browse other sh | weight 1.25 → weight 1.50 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Explaining product mechanics ('for FedM8 AI', 'so the system can', 'to  | weight 3.50 → weight 3.75 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Sentence fragment pile in feature descriptions (noun phrase, period, no | weight 3.00 → weight 3.25 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Explaining page structure or navigation mechanics ('sorts by', 'the boa | weight 1.25 → weight 1.50 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Formatting artifacts in customer copy (extra spaces before punctuation, | weight 2.00 → weight 2.25 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Symmetrical two-part abstract pairing with 'and' (e.g., 'the right work | weight 2.00 → weight 2.25 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Capability list with imperative verbs in parallel structure but no prio | weight 1.25 → weight 1.50 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Explaining page navigation or UI structure with spatial language ('unde | weight 1.25 → weight 1.50 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Parenthetical plan-tier label in page title as if reader needs internal | weight 1.25 → weight 1.50 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Educational coaching, not legal advice | weight 3.25 → weight 3.50 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Explaining future product behavior with 'When it ships' conditional cla | weight 1.75 → weight 2.00 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Parenthetical feature clarification that explains internal product logi | weight 1.50 → weight 1.75 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Conditional product-behavior explanation in customer copy — 'if X, then | weight 2.00 → weight 2.25 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Sentence fragment pile in instructional copy — noun phrase, period, nou | weight 2.75 → weight 3.00 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Instructional imperative with quoted wrapper that sounds like a teacher | weight 1.25 → weight 1.50 |
| 10-14 10:08 | pattern_reweighted | ai_tell: Colon-separated capability list with no verb or priority — feature inve | weight 2.25 → weight 2.50 |
| 10-14 10:08 | framework_published | human-framework | managed section republished (corpus + ledger), doc version bumped |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/certifications.html | section to load the catalog. Browse the Cert and License Hub . It works without JavaScript. Notices from SAM.g |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/features-by-tier.html | ly includes This is the development tracker: Done, Partial, and Planned describe build status. Current tool av |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/features-by-tier.html | trix, and export do not spend credits. What changed, by date . Accounts open Nov 1. After that, sign in to sub |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/features-by-tier.html | Feature tracker |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/features-by-tier.html | This is the development tracker: Done, Partial, and Planned describe build status. |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/features-by-tier.html | Notice reviews, AI chat, scheduled briefs, and credit packs: checking availability… |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/features-by-tier.html | Win Kit AI steps, drafts, and checks: checking availability… |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/features-by-tier.html | Proposal Studio's outline, matrix, and export do not spend credits. |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/features-by-tier.html | After that, sign in to subscribe and upgrade from Account. |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/features-by-tier.html | Limited coverage · Live notices depend on captured SAM.gov records. |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/features-by-tier.html | Limited coverage · Award history depends on published records. |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/features-by-tier.html | Available · Proposal Studio outline, matrix, and export use no AI credits. |
| 10-13 10:09 | pattern_added | military_human: Status block with concrete taxonomy labels and no wrapper prose  | weight 1 |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/certifications.html | , then optional SBA certification. One next step at a time, with free help at every stage. Your selected path  |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/certifications.html | Browse credentials in Academy Credentials for federal work See listed credentials, their cost, time, and linke |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/certifications.html | l, tax, or banking documents Save your progress Progress is saved on this device. Sign in to load your account |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/features-by-tier.html | d export use no AI credits. For someone already bidding who needs to see who won last time. Everything in Basi |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/features-by-tier.html | eady bidding who needs to see who won last time. Everything in Basic See prior awards, prices, and likely reco |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/features-by-tier.html | ed describe build status. Current tool availability appears below. Notice reviews, AI chat, scheduled briefs,  |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/features-by-tier.html | Credit-based AI tools: checking availability… |
| 10-13 10:09 | finding_opened | https://ai.fedm8.com/features-by-tier.html | Win Kit AI steps and drafts: checking availability… |
| 10-13 10:09 | finding_resolved | https://ai.fedm8.com/features-by-tier.html | Feature tracker What each plan actually includes Broken down by Free, Basic, and Pro. → excerpt no longer on t |
| 10-13 10:09 | finding_resolved | https://ai.fedm8.com/features-by-tier.html | Done means you can use it. Partial means it works but is thin, or it is turned off for now. Planned means it i |
| 10-13 10:09 | finding_resolved | https://ai.fedm8.com/certifications.html | one costs, how long it takes, and how many open notices it unlocks. Loading academy… Browse the Cert and Licen |
| 10-13 10:09 | finding_resolved | https://ai.fedm8.com/features-by-tier.html | . Credits already on the account stay. What changed, by date . Accounts open Nov 1. After that, sign in to sub |
| 10-13 10:09 | finding_resolved | https://ai.fedm8.com/features-by-tier.html | Basic on Plans Pro $149 /mo For someone already bidding who needs to see who won last time. Everything in Basi |
| 10-13 10:09 | finding_resolved | https://ai.fedm8.com/features-by-tier.html | eady bidding who needs to see who won last time. Everything in Basic See who won this work before and what got |
| 10-13 10:09 | finding_resolved | https://ai.fedm8.com/certifications.html | it unlocks. Loading academy… Browse the Cert and License Hub . It works without JavaScript. Notices from SAM.g |
| 10-13 10:09 | finding_resolved | https://ai.fedm8.com/certifications.html | inkedIn). Or email yourself a one-time link here. Your path follows you to any device. SAM registrations lapse |
| 10-13 10:09 | pattern_added | military_human: Parenthetical source citation in instructional copy — (SBA.gov), | weight 1 |
| 10-13 10:09 | pattern_added | military_human: Numbered list with outcome-first label and plain subordinate cla | weight 1 |
| 10-13 10:09 | pattern_added | ai_tell: Explaining future product scope with 'Coming next:' block in customer c | weight 1 |
| 10-13 10:09 | pattern_added | ai_tell: Explaining product design rationale with 'because that is what X runs o | weight 1 |
| 10-13 10:09 | pattern_added | ai_tell: Bullet-point status label with ellipsis ('checking availability…', 'com | weight 1 |
| 10-13 10:09 | pattern_added | ai_tell: Parenthetical clarification after feature name that explains internal p | weight 1 |
| 10-13 10:09 | pattern_added | military_human: Status label at start of sentence with no wrapper — 'Done. Parti | weight 1 |
| 10-13 10:09 | pattern_added | military_human: Concrete artifact or decision at end of section — 'You leave wit | weight 1 |
| 10-13 10:09 | pattern_added | military_human: Admitting missing data with concrete timeline and instruction —  | weight 1 |
| 10-13 10:09 | pattern_added | ai_tell: Explaining certification status with defensive wrapper clause ('Do not  | weight 1 |
| 10-13 10:09 | pattern_added | ai_tell: Symmetrical capability list with only commas separating sub-items and n | weight 1 |
| 10-13 10:09 | pattern_reweighted | ai_tell: Explaining a past design decision in customer copy as if the reader car | weight 1.50 → weight 1.75 |
| 10-13 10:09 | pattern_reweighted | ai_tell: Status-label glossary block that explains internal taxonomy (Done/Parti | weight 1.25 → weight 1.50 |
| 10-13 10:09 | pattern_reweighted | ai_tell: Explaining what a field or review 'is' or 'is not' in defensive framing | weight 1 → weight 1.25 |
| 10-13 10:09 | pattern_reweighted | ai_tell: Explaining internal product taxonomy (Major/Minor, Tier 1/2, Phase A/B) | weight 2.75 → weight 3.00 |
| 10-13 10:09 | pattern_reweighted | ai_tell: Feature soup: stacking 3+ capabilities in one block with only periods o | weight 4.25 → weight 4.50 |
| 10-13 10:09 | pattern_reweighted | ai_tell: Explaining subscription timing in customer copy as if reader needs prod | weight 2.00 → weight 2.25 |
| 10-13 10:09 | pattern_reweighted | ai_tell: Explaining product mechanics ('sorts', 'landed in source', 'available a | weight 1.50 → weight 1.75 |
| 10-13 10:09 | pattern_reweighted | ai_tell: Referring to UI elements by internal names ('the board', 'the matrix',  | weight 1.75 → weight 2.00 |
| 10-13 10:09 | pattern_reweighted | ai_tell: Explaining what a feature is NOT before stating what it does — defensiv | weight 3.25 → weight 3.50 |
| 10-13 10:09 | pattern_reweighted | ai_tell: Colon after vague opener: Key benefits include: | weight 1.75 → weight 2.00 |
| 10-13 10:09 | pattern_reweighted | ai_tell: Title-Case Feature Names used as if self-explanatory | weight 1.25 → weight 1.50 |
| 10-13 10:09 | pattern_reweighted | ai_tell: Educational coaching, not legal advice | weight 3.00 → weight 3.25 |
| 10-13 10:09 | pattern_reweighted | ai_tell: Explaining future product behavior with 'When it ships' conditional cla | weight 1.50 → weight 1.75 |
| 10-13 10:09 | pattern_reweighted | ai_tell: Colon-separated capability list with no verb or priority — feature inve | weight 2.00 → weight 2.25 |
| 10-13 10:09 | framework_published | human-framework | managed section republished (corpus + ledger), doc version bumped |
| 10-12 10:08 | finding_opened | https://ai.fedm8.com/proposal.html | If you loaded a notice above, shred text fills in when available. Otherwise paste Section L, M, SOW/PWS, Q&A,  |
| 10-12 10:08 | finding_opened | https://ai.fedm8.com/about.html | ited help. When Darren and I stood up FedM8, we figured the hard part would be delivering. We were wrong. The  |
| 10-12 10:08 | finding_opened | https://ai.fedm8.com/pain.html | The old quote wall and "Elephant Path" name made the app harder to read. |
| 10-12 10:08 | finding_opened | https://ai.fedm8.com/pain.html | The same problems, where to start, SAM saying you do not exist, search that dumps the whole country on you, ar |
| 10-12 10:08 | finding_opened | https://ai.fedm8.com/pain.html | What order should I do this in? Where do I even start? SAM.gov says my company does not exist. How do I find w |
| 10-12 10:08 | finding_opened | https://ai.fedm8.com/proposal.html | technical claims 2. Past Performance Vault Facts you typed. Saved on this browser and, when you are signed in  |
| 10-12 10:08 | finding_opened | https://ai.fedm8.com/proposal.html | at ships here vs later Live: Matrix, outline, vault packing (this browser), Q&A/amendment checklist, download, |
| 10-12 10:08 | finding_opened | https://ai.fedm8.com/proposal.html | Live: Matrix, outline, vault packing (this browser), Q&A/amendment checklist, download, plus Win patterns in A |
| 10-12 10:08 | finding_opened | https://ai.fedm8.com/about.html | veteran trying to turn a DD-214 into a payroll. We couldn't find a guide we trusted. So we built one. You file |
| 10-12 10:08 | finding_opened | https://ai.fedm8.com/pain.html | live in Support The old quote wall and “Elephant Path” name made the app harder to read. The same problems, wh |
| 10-12 10:08 | finding_opened | https://ai.fedm8.com/pain.html | now in Support / FedM8 AI Those answers now live in Support The old quote wall and “Elephant Path” name made t |
| 10-12 10:08 | finding_resolved | https://ai.fedm8.com/about.html | Our unified mission is to serve as the ultimate operational partner for military veterans, guiding you seamles |
| 10-12 10:08 | finding_resolved | https://ai.fedm8.com/about.html | ontractor. When Darren and I stood up FedM8, we figured the hard part would be delivering. We were wrong. The  |
| 10-12 10:08 | finding_resolved | https://ai.fedm8.com/about.html | mate operational partner for military veterans, guiding you seamlessly from securing earned VA benefits to bui |
| 10-12 10:08 | finding_resolved | https://ai.fedm8.com/about.html | We break down the bureaucracy into actionable, step-by-step guidance and resources to help you navigate your V |
| 10-12 10:08 | pattern_added | ai_tell: Explaining what happens 'when available' or 'if loaded' in instructiona | weight 1 |
| 10-12 10:08 | pattern_added | ai_tell: Explaining what a feature 'should' do in customer copy as if correcting | weight 1 |
| 10-12 10:08 | pattern_added | military_human: BLUF refusal statement before capability list — 'We refuse (robo | weight 1 |
| 10-12 10:08 | pattern_added | military_human: Artifact-first instruction — 'Build the matrix before you write' | weight 1 |
| 10-12 10:08 | pattern_added | military_human: Legal/policy copy that states the rule, the reason in one clause | weight 1 |
| 10-12 10:08 | pattern_added | military_human: Policy copy that names the tradeoff or limitation plainly withou | weight 1 |
| 10-12 10:08 | pattern_added | military_human: Concrete credential sequence with years, titles, and outcomes —  | weight 1 |
| 10-12 10:08 | pattern_added | military_human: Legal/compliance data block with no marketing wrapper — just fac | weight 1 |
| 10-12 10:08 | pattern_added | military_human: Admitting missing certification plainly in customer copy without | weight 1 |
| 10-12 10:08 | pattern_added | ai_tell: Symmetrical capability list with NAICS codes appended as if self-explan | weight 1 |
| 10-12 10:08 | pattern_added | ai_tell: Question pile with no transition or priority signal — four or more ques | weight 1 |
| 10-12 10:08 | pattern_added | ai_tell: Explaining removed UI elements by their old names in customer copy as i | weight 1 |
| 10-12 10:08 | pattern_added | military_human: Concrete artifact named in CTA instead of vague promise wrapper | weight 1 |
| 10-12 10:08 | pattern_added | military_human: Tradeoff stated plainly in one clause with no defensive wrapper | weight 1 |
| 10-12 10:08 | pattern_added | military_human: Prerequisite stated as blocker, not as feature benefit | weight 1 |
| 10-12 10:08 | pattern_added | military_human: Trap/mistake block with plain header and bullet list of concrete | weight 1 |
| 10-12 10:08 | pattern_added | military_human: Outcome-first task framing with reason clause | weight 1 |
| 10-12 10:08 | pattern_added | ai_tell: Explaining what a document section 'tells you' or 'is' before stating w | weight 1 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Framework ban list: "robust" | weight 2 → weight 2.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Biographical credential block with adjective wrappers instead of concre | weight 1 → weight 1.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Framework ban list: "next-gen" | weight 2 → weight 2.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Framework ban list: "unlock" | weight 2 → weight 2.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Feature soup: stacking 3+ capabilities in one block with only periods o | weight 4.00 → weight 4.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Framework ban list: "cutting-edge" | weight 2 → weight 2.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Framework ban list: "AI-powered (as a brag)" | weight 2.25 → weight 2.50 |
| 10-12 10:08 | pattern_reweighted | ai_tell: CTA with vague promise wrapper instead of concrete next artifact | weight 2.25 → weight 2.50 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Biographical credential block with timeline gaps or vague transitions — | weight 1 → weight 1.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Software-subject framing: designed to / aims to / allows you to / enabl | weight 2.50 → weight 2.75 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Explaining what a feature is NOT before stating what it does — defensiv | weight 3.00 → weight 3.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Sentence fragment pile in feature descriptions (noun phrase, period, no | weight 2.75 → weight 3.00 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Symmetrical two-part abstract pairing with 'and' (e.g., 'the right work | weight 1.75 → weight 2.00 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Exclamation-point cheerfulness with no information | weight 3.25 → weight 3.50 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Symmetrical capability triad in marketing copy — three abstract nouns o | weight 1.75 → weight 2.00 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Framework ban list: "all-in-one" | weight 2 → weight 2.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Referring to removed UI elements by their old names in customer copy as | weight 1 → weight 1.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Framework ban list: "supercharge" | weight 2 → weight 2.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Framework ban list: "seamless" | weight 2.50 → weight 2.75 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Future product promise in present-tense customer copy without clear 'Co | weight 1 → weight 1.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Parenthetical feature clarification with 'this browser' or 'when you ar | weight 1 → weight 1.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Hedging boilerplate: may vary, it is recommended, is designed to help | weight 2.25 → weight 2.50 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Explaining sync/save mechanics with 'so that' or 'for' clauses that des | weight 1.50 → weight 1.75 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Explaining browser/device storage mechanics with 'starts on', 'saved on | weight 1 → weight 1.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Category words: utilize, leverage, comprehensive, seamless, robust, cut | weight 2.75 → weight 3.00 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Framework ban list: "elevate" | weight 2 → weight 2.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Explaining product mechanics ('for FedM8 AI', 'so the system can', 'to  | weight 3.25 → weight 3.50 |
| 10-12 10:08 | pattern_reweighted | ai_tell: "journey" in customer copy | weight 2.25 → weight 2.50 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Defensive teaching: "we teach as you go" / "then get out of the way" | weight 4.75 → weight 5.00 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Internal/dev language leaking to public copy: Capture OS, RPC, dev_note | weight 4.75 → weight 5.00 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Throat-clearing openers: In order to, Please note, It is important to,  | weight 2.50 → weight 2.75 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Framework ban list: "streamline" | weight 2 → weight 2.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Educational coaching, not legal advice | weight 2.75 → weight 3.00 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Framework ban list: "powerful" | weight 2 → weight 2.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Explaining past design decisions with 'made the app harder to read' or  | weight 1 → weight 1.25 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Conditional product-behavior explanation in customer copy — 'if X, then | weight 1.75 → weight 2.00 |
| 10-12 10:08 | pattern_reweighted | ai_tell: Sentence describes the software instead of the reader's situation (subj | weight 3.00 → weight 3.25 |
| 10-12 10:08 | framework_published | human-framework | managed section republished (corpus + ledger), doc version bumped |
| 10-11 10:08 | finding_opened | https://ai.fedm8.com/plans.html | Notice reviews are paused right now. Packs aren't for sale. |
| 10-11 10:08 | finding_opened | https://ai.fedm8.com/plans.html | Read-only Assist, paused along with notice reviews. It cannot touch your account or pipeline |