CollectHive

Collectively smarter

Vision Where we're going Core idea, business model, and how we compare. 13 articles
Tech How it works Memory, scope, pipelines, storage, and monitoring. 14 articles
Amber 2.0 Next-gen features Workspace isolation, spaces, superpowers, collaboration, and the systems powering the next version. 5 articles
Help Needed Open questions Decisions the team hasn't made yet. Your input welcome. 13 open
Reports Usage & reviews Periodic analytics, adoption data, and commentary. 4 articles
FAQ Common questions Plain answers on ownership, community, and how it compares. single page
Recently updated
Sys Prompt User Msg Agent Tool Call → → → Session archive — every turn persisted not scored today Offline Evals fixtures → expected tool LLM-as-Judge score real transcripts Today: dev testing + UAT catch what they catch
help needed · 22 Apr 2026

How Do We Know Agents Pick the Right Tool?

Agent tool choice is verified by dev testing and UAT. The raw data to do better is already being collected — we just aren't scoring it.

opentestingagents
Skills & Workflows (self-improving) sharpen triggers · prune unused steps improves activates Memory (cross-project · self-curating) promote · freshen · rank · prune signal in context out Sessions (Claude · Copilot · agents at work) usage · outcomes · incidents · reranker scores
help needed · 21 Apr 2026

Memory as Substrate

What I've learned building a memory system for agents, the vision for the self-improving skill layer it's meant to enable, and where I'd welcome deep help.

openmemoryarchitecture
data captured per user — by retention period Real-time 30-day logs Indefinite Presence Activity state HTTP requests Skill activations Proxy audit Chat sessions Memories Agent activity SSH & DB logs Convex Database
tech · 7 Apr 2026

What We Capture Per User

A full inventory of the telemetry, activity logs, and behavioural data Amber collects on production — and why each category exists.

architecturedataprivacy
Platform Insights — April 2026 EVENTS (30d) 23.4K ↑ 95% vs Mar 2026 ACTIVE USERS 7 of 11 registered 4 active in last 24h TOP FEATURE File editing Secrets Config INFRA HEALTH 100% containers healthy 7 containers · 11d uptime
reports · 7 Apr 2026

Platform Usage Report — April 2026

30-day usage analysis across all 11 registered users. 23K events, 7 active members, 100% infra uptime.

usageanalyticsper-person