# JustAnotherPM | Sid (@JustAnotherPM) on x

- id: koinon:creator:x_justanotherpm
- url: https://koinonlink.com/kol/x/JustAnotherPM
- schema_version: 1.4

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

## Reach
- followers: 29329
- following: 3770
- posts_total: 69603
- posts_observed: 1
- posts_per_day: 15.986
- account_age_days: 4354
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00003
- best_post_interactions: 1
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI product development at scale, Effective use of LLM context windows, Practical AI engineering workflows, Handling large-scale conversational data, Tool-assisted AI reasoning
- bio: I build AI products at scale. I share what it takes to be an AI PM. Only practical, real-world advice. No-fluff, no theory.

## Audience (inferred)
- status: present
- description: AI product managers and technical leads building AI products at scale, focused on practical implementation challenges
- roles: none
- seniority: practitioner
- pain_points: Struggling with context window limitations when processing large volumes of historical data, Receiving generic or inaccurate outputs from LLMs due to poor input handling, Wasting time on ineffective prompt engineering approaches that don't scale
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.95
- promotion_intent: 0.85
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 50
- authenticity_basis: engagement_observed
- credibility_score: 85
- flagged_for_review: false
- koinon_bd_grade: B — 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_justanotherpm#e377eff9] Everyone who tries this will make the same mistake. (https://twitter.com/JustAnotherPM/status/2072983439071175137)
- [x_justanotherpm#7709cf67] They'll paste the chats into a chatbot.
- [x_justanotherpm#b922776a] 5 years of messages is millions of tokens. No context window holds that. The model silently reads the last few months, skims the rest, and hands you a horoscope.
- [x_justanotherpm#216d9bb7] Confident. Generic. Wrong.
- [x_justanotherpm#f7fffe9d] To make this really meaningful. Do this:
- [x_justanotherpm#d6fd118d] Give Claude Code a folder instead. So it can use all the relevant tools t

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=112, 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=79, 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=112, 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=112, method=platform_profile

## Freshness
- profile_checked_days_ago: 112
- content_analysed_days_ago: 79
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 10
- 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_justanotherpm
- Request removal: https://koinonlink.com/claim?k=x_justanotherpm
- Terms: https://koinonlink.com/for-ai