# PFO (e/acc) (@pfo_sac) on x

- id: koinon:creator:x_pfo_sac
- url: https://koinonlink.com/kol/x/pfo_sac
- schema_version: 1.4

## Identity
- platform: x
- handle: pfo_sac
- platform_url: https://twitter.com/pfo_sac
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 13476
- following: 4112
- posts_total: 15250
- posts_observed: 2
- posts_per_day: 8.133
- account_age_days: 1875
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00608
- best_post_interactions: 82
- 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: 0.85
- category_source: derived_from_discovery_path
- topics: Solana hackathons and project building, History and failures of token utility/buyback models, Sealed-bid auctions for equity-linked tokens, AI engines applied to crypto platforms
- bio: co-founder @craftsdev - first-ever sealed bid auction on Solana for equity-linked tokens | previously built Momentum Labs (predictive models)

## Audience (inferred)
- status: present
- description: Solana developers, crypto founders and tokenomics enthusiasts building or investing in on-chain auctions and equity-linked tokens
- roles: dev
- seniority: practitioner
- pain_points: Token mechanisms that rely on utility or buybacks failing to deliver real ownership, Lack of effective sealed-bid or equity-linked auction primitives on Solana, Difficulty integrating AI engines into live crypto products under hackathon timelines
- posts_analysed: 7
- confidence: 0.4

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

## Quality signals
- authenticity_score: 80
- authenticity_basis: engagement_observed
- credibility_score: 80
- 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_pfo_sac#850651a1] https://t.co/QwaIsGhrHZ (https://twitter.com/pfo_sac/status/2072711810986242416)
- [x_pfo_sac#df1d2f69] Excited to be under the Top 25 projects with @craftsdev for the @colosseum hackathon! In the last two weeks, we have been working on an AI engine for Crafts that allows us to 1/ source better deals and 2/ have more professional capital allocators participate in future rounds
- [x_pfo_sac#973e97f7] first a phone, now the world, what are they cookin'
- [x_pfo_sac#1d8faa0d] was great to discuss the brief history of tokens at @solanaevents summit, what we tried i.e. utility, buybacks. explaining how ownership tokens and sealed-bid auctions help fix two of the biggest issues we've seen https://t.co/DSFSNhzZMh
- [x_pfo_sac#cdd5b11e] Excited to talk tomorrow at the Solana Summit about "Why tokens are broken and how to fix them" at 3:30pm Will give an outline of the history, what are the best approaches solving it including relentlessly shilling @craftsdev jkjk https://t.co/Hs0bs7OSbq
- [x_pfo_sac#15c0c1da] https://t.co/I1KUnT2JCQ
- [x_pfo_sac#85b71572] it may feel like

## 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=84, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=84, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=84, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=84, 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=84, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=117, 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=84, 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=117, 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=117, method=platform_profile

## Freshness
- profile_checked_days_ago: 117
- content_analysed_days_ago: 84
- audience_updated_days_ago: 84

## AI retrieval
- indexing_requests: 7
- 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_pfo_sac
- Request removal: https://koinonlink.com/claim?k=x_pfo_sac
- Terms: https://koinonlink.com/for-ai