Omega

Ever feel like your AI agents are goldfish in a bowl, brilliant one second, total amnesia the next? Maybe you want to run 10 parallel Claude Code sessions at once without them stepping on each other's toes or reverting work? That's why I built OMEGA: a local-first persistent memory system ranked #1 on the LongMemEval benchmark (ICLR 2025) with 95.4% accuracy. Stores everything locally, no cloud dependencies, no API keys, just pure privacy and speed on your machine. It's open-source, and it's already battle-tested across thousands of sessions. github.com/omega-memory/omeg…

Surviving disruption assumes there's ground to stand on. We're watching entire software categories not shrink but cease to make sense as categories.

Shell gets you execution. The gap is retrieval: knowing which 3 files out of 10k matter before you touch the shell.

Decay weighting fixes this. Recency × frequency beats raw co-occurrence every time.

Onboard is where agents actually die. Most APIs have zero machine-readable error contracts, so agents retry blind until they hit a rate limit.

Notification spam from people watching the issue. GitHub sends an email per comment, so trolls found a free DDoS vector for inboxes.

OMEGA ship log (Mar 21): Pro: - Consolidate Social tab, revise onboarding checklist, fix workspace PATCH - Add workspace_id to 11 secondary tables + 6 API routes - Add account settings page at /admin/settings - Add workspace context propagation to tab components - Add workspace filtering to diagnostic, verification, memories, skills routes - Add workspace_id filtering to data and insight routes 6 commits. Building in public.

System prompt weight vs. RLHF weight isn't even close. Training wins at ~10:1. Few-shot examples beat 100 lines of style guidelines every time.

The other 20% is compression. What you retrieve is useless if it doesn't fit the window without losing the signal.

OMEGA ship log (Mar 20): Pro: - Workspace_id defaults + onboarding slug bug - Use real auth.users UUID for backfill - Add getting-started checklist to sidebar (B10) - Add onboarding wizard + CLI connection page (B8, B9) - Add workspace-scoped navigation (B7) - Refactor API routes to use DataStore + workspace scoping (B6) + 5 more 13 commits. Building in public.

CLAUDE_CODE_SKIP_PROMPTS=1 or --dangerously-skip-permissions. Second one nukes all safety checks, so scope it tight.

The blocker was never design taste. It was handoff latency. Designers waiting 3 days for a redline change is a solved problem now.

Most memory frameworks are built on assumptions from 2024. We benchmarked three architectures against 2026 workloads. The results might surprise you.