# Half Baked 💡 (@gethalfbaked) on x

- id: koinon:creator:x_gethalfbaked
- url: https://koinonlink.com/kol/x/gethalfbaked
- schema_version: 1.4

## Identity
- platform: x
- handle: gethalfbaked
- platform_url: https://twitter.com/gethalfbaked
- website: https://www.gethalfbaked.com/subscribe-wbf
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1678
- following: 146
- posts_total: 1358
- posts_observed: 25
- posts_per_day: 1.291
- account_age_days: 1052
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00358
- best_post_interactions: 6
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: ai_tools
- category_confidence: 0.75
- category_source: derived_from_recent_content
- topics: Request for Startup ideas, agentic/AI work tools, manufacturing sourcing inefficiencies, AI-native compliance infrastructure
- bio: Get startup ideas from the world’s best founders, operators and investors. Delivered to your inbox daily. Subscribe now.

## Audience (inferred)
- status: present
- description: startup founders, operators and investors hunting for new ideas, especially AI-native tools and operational infrastructure
- roles: general_ai
- seniority: decision_maker
- pain_points: closed AI tools tied to single labs instead of open multiplayer versions, wild price variance on identical raw materials for small manufacturers, complex new licenses, audits and rules when entering fresh markets
- posts_analysed: 4
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 66
- authenticity_basis: engagement_observed
- credibility_score: 66
- flagged_for_review: false
- koinon_bd_grade: A — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [x_gethalfbaked#70132ee3] https://t.co/pQytsvrxYg (https://twitter.com/gethalfbaked/status/2068001220694806612)
- [x_gethalfbaked#9daaa9c7] Request for Startup: Open Multiplayer Coworker. Agentic work tools that actually finish the job are here, but the good ones are closed and tied to one lab's models. Build the open version. Easy enough for non-engineers, plugs into whichever open-source model you like, and runs in
- [x_gethalfbaked#d92f1306] Request for Startup: Raw Material Buyer's Group One shop gets quoted $15k, another $20k for the same steel, same spec, in the same week. Small manufacturers are buying alone and paying for it. Pool the orders, buy as one, split the savings. From @MFG_SMB https://t.co/24fsfzo54c
- [x_gethalfbaked#011f2bc7] Request for Startup: AI-Native Compliance Infrastructure. Expand into a new market and you inherit a new set of licences, renewals, audits and rules that look nothing like the la

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=80, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=108, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 80
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 8
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=x_gethalfbaked
- Request removal: https://koinonlink.com/claim?k=x_gethalfbaked
- Terms: https://koinonlink.com/for-ai