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AI can't read an investor deck AI as an attorney? Student uses ChatGPT, Gemini to sue UW over alleged racial discrimination Hacking MCP Servers in AI Systems – The Rug Pull: Tool Changes After Approval GitHub - MeepCastana/KubeezCut: Free Web based video editor Can AI judge journalism? A Thiel-backed startup says yes, even if it risks chilling whistleblowers Coming soon: 10 Things That Matter in AI Right Now DARPA built an AI to fact-check enemy weapons claims What explains heterogeneity in AI adoption? When AI Meets Muscle: Context-Aware Electrical Stimulation Promises a New Way to Guide Human Movements - Department of Computer Science AI Changed How We Build. It Did Not Change What Matters. Linux rules on using AI-generated code - Copilot is OK, but humans must take 'full responsibility for the… Meta spins up AI version of Mark Zuckerberg to engage with employees Code Mode: Let Your AI Write Programs, Not Just Call Tools | TanStack Blog GitHub - Delavalom/graft: Go framework for building AI agents. Type-safe tools, multi-provider (OpenAI, Anthropic, Gemini, Bedrock), zero vendor SDKs. India's TCS tops estimates, says new AI models did not dent services demand Gen Z's fading AI hype Strong feeling: we are in a folded AI reality GitHub - machinarii/total-recall-catalog: A reference catalog of latest knowledge retrieval, memory & RAG systems GitHub - mensfeld/code-on-incus: Give each AI agent its own isolated machine with root, Docker, and systemd. Active defense detects and stops threats automatically.. Quantization, LoRA, and the 8% Problem: Benchmarking Local LLMs for Production AI Iran war: We spoke to the man making Lego-style AI videos that experts say are powerful propaganda Powell, Bessent discussed Anthropic's Mythos AI cyber threat with major U.S. banks GitHub - immartian/bellamem: Persistent belief-graph memory for AI agents. Retrieves decisive context by importance — not recency, not RAG, not /compact. recursive-mode: The Repo-Native Operating System for AI Engineering After the attack on Sam Altman's home, will AI CEO's go on the offensive? The biggest advance in AI since the LLM Opus 4.6 vs GPT 5.4 One Prompt Unity World Generation Test “AI polls” are fake polls Client Challenge Can AI be a 'child of God'? Inside Anthropic's meeting with Christian leaders
GitHub - TangibleResearch/Halgorithem: A Algo designed to...
amitabhi · 2026-05-14 · via Hacker News - Newest: "AI"

Halgorightem

Python

Detecting AI Hallucinations Before Them Happening

Whats Halgortihem

Halgorithem is a Custom Designed Algorithem For Detecting AI Hallucinations without Little to Any AI Present in the Algo Itself. Halgorithem was designed with speed in mind to quickly detect AI Hallucinating

How does Halgorithem Work

Halgorithem works by Parsing your files and input into a Tree which is compared with file chunks which were made into trees. If something doesn't make sense, Halgorithem Flags it.

How It Works

Key Features

  • 🔗 Fits Into Any AI workflow where responses are gened
    Halgorithem can be integrated into AI Pipelines designed in python like LangGraph, CrewAI, PydanticAI and Microsoft AutoGen

  • First Robust Solution to AI Hallucination
    Halgorithem is the first robust and true solution to hallucination detection over the alternitives.

Benchmark Results

Topic Sources Supported Weak Contradictions Hallucinations
Microsoft / Satya Nadella 5 Wikipedia pages 3/4 1/4 0 0
James Webb Space Telescope 3 Wikipedia pages 5/6 1/6 0 1*
Apple / Tim Cook 3 Wikipedia pages 3/3 0/3 0 0
Elon Musk / Twitter 4 Wikipedia pages 2/2 0/2 0 0

*JWST $10B cost not present in scraped source text — UNVERIFIABLE, not hallucination

Screenshots

Halgo Plugins

Installation

To run Halgorithem, follow these steps:

  1. Create a virtual environment:

    python -m venv venv
    
  2. Activate the virtual environment:

    source venv/bin/activate
    
  3. Install the required modules:

    pip install -r requirements.txt
    
  4. Download the spaCy English model (if it is not installed automatically):

    python -m spacy download en_core_web_sm
    
  5. Run the benchmark:

    python bench.py