Front Deck

Building context-aware agents with better knowledge and memory capabilities

We build context-aware systems with durable memory, stable state transitions, and governance-first operation. The front-facing experience stays playful and readable, while the systems layer feels like a space-race control deck.

Explore Use Cases View Delivery Roadmap

Static-first surface Reduced motion defaults High-contrast signal UI

Power Signal

Lean visual primitives, no heavy runtime animations, and clear hierarchy for fast scan speed.

Memory Signal

State and context are treated as product layers, not hidden behavior.

Operator Signal

Arcade cues for users, mission-control semantics for teams and agents.

System Pressure

Challenges at Scale

Persistence. Statefulness. Context.

As systems expand, short sessions become long-running loops. Memory must survive retries, context must stay coherent across tools, and state transitions must remain safe under parallel execution.

Failure Points

The Bottlenecks

These are the zones where production context systems usually break first.

Knowledge Tooling

Most tooling is prompt-first and session-bound.
Retrieval, evaluation, and state mutation are often disconnected.
Observability is weak when teams need memory audits.
Tooling must function as a control plane for autonomous operators.

Knowledge Bases

Most databases are designed for human admins first.
Maintenance often assumes broad privileged access.
Agentic operators need policy-scoped permissions by default.
Machine-managed knowledge ops need purpose-built data layers.

Knowledge Agents

Continuity fails across handoffs and long workflows.
State changes are often implicit and hard to recover.
Memory updates lack governance and rollback controls.
Production agents require explicit state and recovery semantics.

Playable Builds

Top Use Cases

These RFP concepts map directly to the bottlenecks above, and they are scoped for fast, low-energy pilot delivery. Explore and shape a pilot with the RFP Connector.

Builder Template

Cloud Builder Stack accelerates workshops, hackathons, and live builder sessions.

Featured RFP 01

ShadowCaster

Platform Visibility Moderation Policy Event Amplification

Investigate how LinkedIn and Instagram content policies affect reach, moderation, and event visibility for artists, creators, and community workers, especially in marginalized communities.

Build toolkits for ethical event representation that respect platform rules while improving the chance that the underlying message reaches its intended audience.

Outcome: compliant publishing patterns, visibility diagnostics, and responsible amplification playbooks.

Explore and develop this RFP idea with the RFP Connector.

Closing Highlight

Subtracktor

Subscription Escape Inbox Agents Financial Leakage

Subtracktor is a browser extension that connects consent-fully to your email inbox once it detects an inbox open in the active tab. It scans only for account-creation and subscription-confirmation messages, then builds a per-account record of every subscription it finds.

Each tracked subscription shows its next billing date. Check a box on any entry to get reminded ahead of renewal, so you can unsubscribe before the charge lands instead of after. The aim is simple: close financial leakage from subscriptions you forgot you had.

Outcome: per-account subscription audit with next-billing-date tracking and renewal reminders.

Explore and develop this RFP idea with the RFP Connector.

Live Project RFP 01

BetterHackdays

Shared Hack Day Team Formation Project Continuity

Help hack-day organizers move builders from event rules and tracks to a team, a focused idea, and a shared first-hour plan. BetterHackdays brings event context, opt-in participant profiles, matchmaking, and team workspaces into one live flow.

Build one permission-aware path from event brief to team kickoff: capture deadlines and judging criteria, match people who choose to participate, and give the resulting team a concise plan and durable room context. Keep access explicit; a QR code, slug, or match never grants repository permissions on its own.

Outcome: a demoable Hack Day flow that takes one organizer and a small team from event context to a shared kickoff plan, with repository access only after explicit approval.

Public project: knowb-ai/BetterHackdays

Explore and develop this RFP idea with the RFP Connector.

Live Project RFP 02

BetterLover

Care Planning Cycle-Aware Context Consent First

Turn a person’s chosen cycle, mood, energy, and care preferences into thoughtful, practical suggestions for a partner. The current prototype uses synthetic cycle data and produces a structured plan that can be reviewed before action.

Strengthen the prototype into a private, user-controlled care planner. Make suggestions understandable and easy to edit; use synthetic data for demos; let the person described decide what, if anything, is shared. The agent must not diagnose, infer consent, expose intimate data to a partner, or make purchases automatically.

Outcome: a working demo that turns sample context and a chosen budget into a reviewable care plan, with the data subject in control of every share or purchase.

Public project: knowb-ai/BetterLover

Explore and develop this RFP idea with the RFP Connector.

Live Project RFP 03

Sepnu Pues

Daily Follow-Through Opt-In Accountability User-Controlled Sharing

Help people follow through on the tasks they set for themselves through a lightweight daily loop. The prototype pairs a task list with optional safe-cartoon generation, an accountability-email queue, and a prefilled social-post draft.

Make accountability feel playful and supportive without turning it into surveillance or public shaming. Let users choose each action, review generated content, and explicitly approve any email or post; never send or publish automatically. Keep private photos and credentials out of the repository.

Outcome: a demoable task-to-accountability flow where the user selects a task, chooses an optional nudge, and reviews it before any external action.

Public project: knowb-ai/sepnu-pues

Explore and develop this RFP idea with the RFP Connector.

RFP 01

Underminer

Extract semantic understanding from paywalled reporting and reconstruct the story from alternate sources plus LLM context-tracing experiments.

Outcome: evidence-linked narrative reconstruction with source traceability.

Explore and develop this RFP idea with the RFP Connector.

RFP 02

X-Poser

Submit an X link, run claim checks, and generate a report that marks the post as true, uncertain, or fabricated, with export-ready output for sharing on X.

Starter example: knowb-ai/x-poser.git, a small public build showing how short sessions and builder events can accelerate RFP prototypes.

Outcome: compact fact-check report with evidence confidence notes.

Explore and develop this RFP idea with the RFP Connector.

RFP 03

Precongnition

Detect missing or mismatched conference talks, tutorials, or demos, then crawl for alternate watch links and nearest neighboring sessions.

Outcome: continuity-preserving discovery graph for learning resources.

Explore and develop this RFP idea with the RFP Connector.

RFP 04

MarkSweep

A browser extension granted control over your active tab that walks every unread message in your open inbox, checks each against relevance rules you control, marks non-matches as read in bulk, and flags matches to stay pinned at the top.

Outcome: bulk unread-to-read triage with rule-matched messages flagged and pinned to the top.

Explore and develop this RFP idea with the RFP Connector.

Launch Plan

Delivery Roadmap

Phase 1 turns RFP pilots into knowledge agents: stable, retrieval-backed systems with clear contracts. Phase 2 transforms those deployed services and project RFPs into link collection systems that grow knowledge bases and public knowledge systems, which in turn empower our internal use cases.

Phase 1

RFP Projects

Define each RFP as a knowledge agent: a system that retrieves, tracks context, and reports on its own.
Ship simple, testable prototypes with clear outcomes.
Validate retrieval quality, context tracking, and report utility.
Explore and shape RFP pilots with the RFP Connector.

Phase 2

Link Collection Systems

Transform deployed services and project RFPs into link collection systems.
Grow knowledge bases and public knowledge systems from what those systems collect.
Empower our internal use cases with the resulting knowledge systems.
Apply GDPR-focused controls through Terms and Privacy policies.

Collaboration Callout

Contact us to build with us

We are actively looking for partners who want to ship practical context-agent systems in controlled pilots. The current collaboration formats are listed below.

RFP contributors can explore and refine Underminer, X-Poser, Precongnition, ShadowCaster, Subtracktor, MarkSweep, BetterHackdays, BetterLover, and Sepnu Pues through the RFP Connector.
Knowledge and dataset partners who can support governed link-collection workflows and source validation loops.
Operations and compliance collaborators who can help productionize policy-scoped memory and retrieval systems.