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nessos666/README.md

David

Hey, I'm David πŸ‘‹

AI Safety Engineer β€’ Quantitative Developer β€’ Open Source Builder
I build systems that think, learn, and protect.


πŸ¦‘ Featured Project: Coding Tentacle

The world's first Safety-First Guardian Layer for LLM code-fixing agents.

OpenCode writes fixes. Coding Tentacle analyzes, blocks dangerous changes, requires human approval, and learns from every run. Safety VETO + SkepticBrain + Bayesian Trust + 18 bug types. 68 Python modules. 100% open source.

β†’ github.com/nessos666/coding-tentacle



πŸ”¬ Featured Open-Source Tools

Three production-ready tools β€” no API keys required, MIT licensed, CI-tested on Python 3.10/3.11/3.12.

πŸ”¬ Wissenschaft

148 key-free academic sources searched in parallel.

Give it a topic, get a PRISMA dossier with ranked, verified papers.

  • 4-agent pipeline (Researcher β†’ Verifier β†’ Synthesis β†’ Reviewer)
  • Citation snowballing
  • Zero API keys

β†’ Repo

πŸ” SUCHER-1000

40+ sources in parallel β€” web and academic.

Keeps working when every other search tool fails.

  • Multi-engine fallback chain
  • Key-free
  • Built-in FTS5 archive

β†’ Repo

🧠 Extraktor

Turn AI conversations into durable memory.

Quality gates decide what is worth keeping β€” and what is noise.

  • 5 gates, 2 mandatory
  • Dedup at 0.85 similarity
  • Qdrant-backed

β†’ Repo


🧠 How I Work

I don't just write code. I build systems with intelligence.

πŸ”¬ Research FirstDeep literature review before architecture. 12-layer research sweeps. I read the papers. Then I build.
πŸ›‘οΈ Safety-FirstEvery system I build has a VETO layer. Nothing executes unless it's safe. No exceptions.
🧠 Self-LearningMy systems learn from every run. Bayesian trust calibration. Experience consolidation. Memory bridges.
πŸ”§ Full StackFrom kernel-level monitoring to AI agent orchestration. Python, Rust, Bash, C++, Go, Ruby, JS/TS, Java.
πŸ“Š Evidence-DrivenI benchmark everything. If it can't be measured, it can't be improved. 100-issue reality tests as standard.
πŸ“¦ Open SourceEverything I build is public. MIT license. No paywalls. No black boxes.

πŸ“‚ Projects (15 repositories)

πŸ¦‘ AI Safety & Code Quality

Project Description Stars
coding-tentacle Safety-first guardian layer for LLM code fixing. VETO + SkepticBrain + Bayesian Trust. β˜…0
context-bench Self-learning Claude Code hook that auto-injects project context into every session. β˜…0
multi-rep-set Multi-language code checker. Bash, Python, JS, JSON, YAML, Markdown + System. Zero dependencies. β˜…0

πŸ“‘ Infrastructure & Monitoring

Project Description
topstepx-api-health-monitor 9 automated checks β†’ Trust Score 0-100. Contract rollover, token expiry, bar quality, latency trending.
rithmic-api-health-monitor File-based health monitoring for Rithmic API β€” 10 checks, no own connection.
api-health-trust-system Generic weighted Trust Score for any REST API. Pluggable checks, Telegram alerts, atomic JSON export.

πŸ”¬ Quantitative Research

Project Description
nq-strategy-builder IS/OOS/Holdout backtesting with NLP-driven strategy composition. 158 files, 60 tests.
quant-tools Ornstein-Uhlenbeck MLE fitting, simulation, bias correction, volatility estimation.
baustein-tester Isolate and rank signal concepts (FVG, OB, Sweep, Breaker) before strategy building.

πŸ›  Tools

Project Description
chart-vision-mcp Local TradingView chart analysis via OpenCV + Tesseract OCR.
tv-watch-agent Automated TradingView chart watcher β€” CDP-based screenshot agent.
wissenschaft 148 key-free academic sources in parallel β†’ PRISMA dossier. Citation snowballing.
sucher-1000 40+ web & academic sources in parallel. Multi-engine fallback, FTS5 archive.
extraktor Extract durable knowledge from AI chats into Qdrant. 5 quality gates.
graveyard Archived experimental projects.

πŸ“Š What I Build

AI Safety     β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ  Coding Tentacle, Context-Bench
Infra/Monitor β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ    API Health Trust System, TopstepX, Rithmic
Quant/Finance β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     NQ Strategy Builder, Quant Tools, Baustein Tester
Tools/Utils   β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ      Multi-Rep-Set, Chart-Vision, TV Watch Agent

πŸ¦‘ Built with curiosity, shipped with care. Hungary β†’ Germany. Bilingual DE/HU. Open to AI Safety & Infrastructure roles in Budapest.

Pinned Loading

  1. coding-tentacle coding-tentacle Public

    πŸ¦‘ CT 11 β€” Secure Self-Learning Repair Agent. Droste Fusion. 4 Engines. Reflection Engine. 9/10 Benchmark.

    Python 2

  2. topstepx-api-health-monitor topstepx-api-health-monitor Public

    Real-time health monitoring for TopStepX/ProjectX futures trading API. 9 checks, Trust Score 0-100, JSON output for alerting.

    Python 5

  3. api-health-trust-system api-health-trust-system Public

    Weighted Trust Score monitoring for any REST API. Pluggable checks, composite 0-100 score, Telegram alerts, atomic JSON export.

    Python 3

  4. multi-rep-set multi-rep-set Public

    MULTI REP SET β€” Multi-Language Code Checker. PrΓΌft Bash, Python, JS, JSON, YAML, Markdown + System. 0 Dependencies, 0 Token-Kosten.

    Python 1

  5. wissenschaft wissenschaft Public

    πŸ”¬ 148 key-freie wissenschaftliche Quellen parallel durchsuchen β€” Dedup, Ranking, Verifier, PRISMA-Dossier. Ohne API-Keys. /wissenschaft fΓΌr Hermes.

    Python 1

  6. extraktor extraktor Public

    Session-Wissen-Extraktor: holt Erkenntnisse aus einem KI-Chat und legt sie dauerhaft in Qdrant ab β€” mit Qualitaetspruefung vor dem Schreiben. Lokal, ohne Cloud.

    Python