# Shubham Saboo (@saboo_shubham_) on threads

- id: koinon:creator:threads_saboo_shubham_
- url: https://koinonlink.com/kol/threads/saboo_shubham_
- schema_version: 1.4

## Identity
- platform: threads
- handle: saboo_shubham_
- platform_url: https://www.threads.net/@saboo_shubham_
- website: http://theunwindai.com/
- entity_type: creator
- person_id: koinon:person:threads_saboo_shubham_

## Reach
- followers: 13345
- posts_observed: 1
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00285
- best_post_interactions: 38
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- 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: Open-source LLM agents, Local LLM inference, Agent skill development, Multi-LLM integration, GitHub diff analysis with AI, AI tooling for developers
- bio: 🚢 Senior AI Product Manager @Google
🌟 Open Source Awesome LLM Apps Repo (115k+ stars) 
📕 Author of books on GPT-3 & Neural Search

## Audience (inferred)
- status: present
- description: AI developers and open-source contributors focused on building and deploying LLM agents, especially those interested in local inference, agent frameworks, and open-source AI tooling
- roles: dev
- seniority: practitioner
- pain_points: Struggling to run large LLMs efficiently on limited hardware, Finding it hard to integrate multiple LLMs (GPT, Claude, Gemini, etc.) into a unified workflow, Lacking reliable, open-source tools for local agent development and testing, Difficulty in debugging code changes without intelligent assistance
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 76
- authenticity_basis: engagement_observed
- credibility_score: 76
- 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
- [threads_saboo_shubham_#00244249] This is HOW we build, test, and scale Agent Skills at Google. (https://www.threads.com/@saboo_shubham_/post/DN13zD9apxc)
- [threads_saboo_shubham_#64b46bec] Someone just ran Kimi k3 with 2.78 trillion parameter on a single CPU in 8.24 GB of RAM. 100% Opensource.
- [threads_saboo_shubham_#67cd2436] MCP just went stateless. And it makes so much sense.
- [threads_saboo_shubham_#66e76139] WILD...this open-source LLM that runs on an $8 microcontroller. Runs locally and writes text to a tiny screen at 9.5 tokens/sec. 100% Open Source.
- [threads_saboo_shubham_#5fc45e38] Andrew Ng's open-source AI coworker is the WAY. Works with GPT, Claude, Gemini, GLM and even the local models using Ollama. Comes with 25+ integrations and you can use it directly from slack. 100% Opensource.
- [threads_saboo_shubham_#b98524ef] Every developer needs this new Agent Skill. Say what you meant to fix. It flags everything else in your GitHub diff. Runs locally. 100% Open-source.
- [threads_saboo_shubham_#84754f94] Someone just created an ADHD agent skill for Claude Code. 100% Opensource.
- [threads_saboo_shubham_#94150f81] I'm hiring an AI builder PM who gets distribution to join my team at Google Cloud.

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, 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=116, 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=116, 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=116, method=platform_profile

## Freshness
- profile_checked_days_ago: 116
- content_analysed_days_ago: 79
- audience_updated_days_ago: 20

## 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=threads_saboo_shubham_
- Request removal: https://koinonlink.com/claim?k=threads_saboo_shubham_
- Terms: https://koinonlink.com/for-ai