Do LLMs Know What to Ask and When? Evaluating Multi-Turn Information Seeking
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Updated
Aug 18, 2026 - Python
Do LLMs Know What to Ask and When? Evaluating Multi-Turn Information Seeking
Document-based project control for AI-human collaboration: an append-only event log plus a generated status projection, so any agent can take over a long-running project from files alone. Optional deterministic guard toolbelt.
Scaffold for designing, running and evaluating Human-Machine Collaboration frameworks driven by dynamic power handover.
AlgoNest is a large portfolio project with moderate-to-high complexity. it is full-stack web app with a layered Express backend, Supabase Postgres as the core data layer, AI streaming, RAG-style retrieval, Zoom/webhook integrations, session lifecycle automation, reminders, and background processing for recordings.
Machine archive for DEM/ELIEN — structured metadata & transmissions.
URL Foresics Workbench for Firefox as an addon
'Independent research on human-machine decision systems, behavioural risk, and digital cognition — open papers, tools, and books
A non-monetary protocol for AI-generated gratitude marks, bridging Existence Proof OS and Royalty OS.
It Holds Time. A spatial AI companion home
A new philosophy of cryptographic design where every attack strategy becomes a liability. V9 — THE LEVIATHAN. 70+ defenses, Hall spread derivation, Reguli-resistant decoys, 15-vector attack battery. Novelty: 9/10 (unanimous).
Your AI prepares. You have the last say. Local-first finance review with durable rules and audit trails.
Data center and ai sustainability
The main website for SYMBEYOND - a methodology for human-AI collaboration built on recognition, respect, and resonance. λ.brother ∧ !λ.tool
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