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Achievement: YOLOAchievement: Pull SharkAchievement: Pair Extraordinaire

Achievements

Achievement: YOLOAchievement: Pull SharkAchievement: Pair Extraordinaire

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non-contextual/README.md

non-contextual

I build real-time data systems and run them in production by myself. Right now that means a news-event-driven trading system on a Tokyo VPS — 4 systemd services, 7×24 uptime, 1125 tests, LLM pipeline in the loop.

Python (asyncio) · TypeScript · SQL · Linux/systemd · LLM integration

Featured: earnings-snipe

Live trading system that ingests exchange announcements + news feeds, runs LLM semantic analysis, filters through liquidity/significance gates, and executes small-size trades automatically.

  • 1125 tests, 6-layer replay harness (5 deterministic + 1 live-LLM for prompt drift detection)
  • Append-only hash-chain evidence ledger — tamper one record, everything downstream breaks
  • All dashboard numbers generated by scripts from prod + exchange, not hand-written
  • Calibrated on 1016 historical judgments: directional hit rate = 50% (coin flip), so the LLM layer was downgraded from "signal" to "candidate generator" — positive EV comes from selection structure, not single-call accuracy
  • Currently: live sampling at small size, collecting to n≥30 before a pre-registered go/no-go decision

→ Architecture & methodology docs (sanitized)

On-chain analytics stack

Repo What it does
solana-whale-monitor Telegram bot — whale-cluster detection + 5-min net-buy ranking (OKX + Helius + Jupiter)
solana-holder-analyzer Token holder analysis, multi-layer transfer investigation, PnL + portfolio filtering
solana-token-flow SPL transfer flow visualization — force-directed graph + hourly volume timeline

Tools

Repo What it does
infra-recon Passive domain recon — DNS, CDN, cert transparency, Shodan — into a self-contained HTML report
text-to-graph Paste text → interactive entity-relationship graph with strategic inference (any OpenAI-compatible API)

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  1. bid-analyzer bid-analyzer Public

    AI bid/no-bid analyzer for procurement notices. One-page decision brief with qualifications, budget, and competition scoring.

    Python

  2. infra-recon infra-recon Public

    Passive infrastructure recon for any domain. DNS, CDN, tech fingerprint, email security, subdomain enum, Shodan, into a self-contained HTML and Markdown report.

    Python

  3. solana-holder-analyzer solana-holder-analyzer Public

    Solana token holder analysis + multi-layer transfer investigation. Helius RPC + OKX API.

    HTML

  4. solana-token-flow solana-token-flow Public

    Crawl and visualize Solana SPL token transfer flows. Force-directed graph, hourly volume timeline, top addresses table.

    TypeScript

  5. solana-whale-monitor solana-whale-monitor Public

    Telegram bot for Solana whale-cluster analysis and 5-minute net-buy ranking. OKX + Helius + Jupiter datapi.

    JavaScript

  6. text-to-graph text-to-graph Public

    Paste any text, get an interactive entity-relationship graph with strategic inference. Works with any OpenAI-compatible API.

    JavaScript