Projects

01 / Core systems

Concrete problems in human-AI collaboration

Agent handoff protocol

SACP

When an agent claims completion, how can it leave a handoff another operator can inspect, judge, and continue?

Ongoing research

receiptevidencevalidatorhandoff

Built: A protocol connecting task receipts, evidence, responsibility boundaries, and the next owner.
Still resolving: Hard model constraints, independent acceptance criteria, and multi-agent coordination remain unresolved.

Inspectable execution record

Agent Flight Recorder

Can claims, evidence, gaps, and repairs from an agent run become an externally inspectable record?

Prototype validation

skillauditreceipt hashreflection loop

Built: Integrated SACP-style receipts into a skill and experimented with public receipt-hash anchoring.
Still resolving: The early skill carries too many responsibilities and needs smaller recording, validation, and repair interfaces.

Task contract compiler

token-prompt-compiler

How can an ambiguous request become a task contract with explicit goals, boundaries, validation, repair, and stopping rules?

Public repository

objectiveboundariesvalidatorrepairstop rule

Built: Combines prompt study, reflection, and SACP into a reusable compilation and review flow.
Still resolving: Cross-model format differences still need benchmarks and a tighter outcome loop.

Markdown-first AI workflow

Solo AI Company OS

How can reusable AI roles, task templates, records, and context stop collaboration from restarting at zero?

Exploring

rolescontextdashboardmemoryhandoff

Built: Organizes AI roles, prompts, context, and handoffs into a Markdown working system.
Still resolving: The architecture still needs long-running evidence for state, storage, and parallel agent collaboration.

Web evidence agent

ShadowBuyer

Can inspectable evidence help hotels understand regional differences in prices, taxes, and terms?

Hackathon prototype

multi-agentregional pricingHTMLscreenshotsaudit

Built: Moved from Amazon price differences to Booking hotel data, collection, cleaning, conversion, and evidence packaging.
Still resolving: Collection stability, anti-bot systems, compliance, and pricing definitions still need validation.

02 / Other work

Products and short-cycle delivery

Language learning assistant

IELTS Assistant

How can materials, writing feedback, and review become a sustainable language-learning assistant?

Live product

OCRwriting coachlearning loop

Built: Turned personal learning friction into an online assistant connecting materials, feedback, and review.
Still resolving: This is a personal learning-system experiment, not a mature education product.

36-hour hackathon delivery

Journease

How can an ambiguous idea become a working product under severe time pressure?

Delivery review

problem framingdeliveryreview

Built: Completed framing, collaboration, implementation, and presentation in 36 hours, then reviewed the engineering gaps.
Still resolving: Short-cycle delivery does not prove long-term maintenance or engineering quality.

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