// selected_work

Products, pilots,
and experiments

AFL’s own products, private pilots, and experiments across cloud infrastructure and AI workflows. These are product explorations; each linked page describes its scope and availability.

Try a skill on
a task you know

AFL skills are reusable instructions and reference material for coding agents. Try the free IAM skill, review the output, and tell me where it helped or fell short.

IAM Least Privilege

A free skill to help an agent draft and review AWS IAM policies. It includes guidance for scoping actions, resources, and conditions. Validate the policy against your workload before deploying it.

Get the free IAM skill →

Work through an iam:PassRole review →

Guardrails & Discipline packs

Paid collections for infrastructure review and coding workflows. Review the included skills, installation instructions, and individual or team licenses before choosing a pack.

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Try the free workbook: When the Agent Acts Twice →

Projects

AFL product work and experiments. Follow a project link for its current scope and availability; these descriptions are not customer case studies.

15 projects

Paritai

Claim review and appeal preparation for mental health practices. The founding-practice program seeks workflow feedback; billing and legal decisions require human review.

Technologies

Denial PreventionAppeal WorkflowsBehavioral Health
View Project →

Agora Router

Coordinating multiple autonomous agents without each knowing others' internals; provides a single entrypoint for cross-agent orchestration.

Technologies

TypeScriptMessage PassingEvent-Driven Architecture
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Akesis

Explores cloud resource discovery, cost analysis, and recommendations through an API and WebSocket workflow.

Technologies

TypeScriptFastifyAWS SDKWebSocketEvent-Driven
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Anastasis

Explores denial-letter parsing and appeal drafts for therapist billing workflows. Drafts and legal interpretations need qualified review.

Technologies

TypeScriptPDF ProcessingLLMCPT Validation
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Athena

Explores lesson generation, active recall, and spaced repetition, with generated material available for review.

Technologies

TypeScriptLLMSpaced RepetitionLearning Analytics
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HE/RM/ES

Explores market research and drafts product briefs, build plans, and experiments to test demand with prospective customers.

Technologies

TypeScriptMarket ResearchLLMMulti-Agent Coordination
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efix

Investigates reported bugs, gathers reproduction evidence, and prepares proposed fixes and tests in pull requests for human review.

Technologies

TypeScriptBug ReproductionRegression TestsPull Requests
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Metron

Explores model routing, caching, and usage reports to help teams compare AI cost and response quality.

Technologies

TypeScriptLLM RouterSemantic CachingAnalytics
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MYTH/OS

Generates story and illustration drafts through a revision workflow. Authors review and edit the results.

Technologies

TypeScriptLLMImage GenerationQuality Assurance
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N.A.R.R.A.T.E. + V.I.S.U.A.L.

Explores a workflow for drafting narratives and accompanying images from a shared brief, with editorial review.

Technologies

TypeScriptLLMImage GenerationCreative Pipeline
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Pre-Pared

AI-powered meal planning with auth, billing, and AI recipe generation deployed across Auth0, Stripe, and GCP.

Technologies

Next.jsAuth0StripeOpenAIGCP
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Schola

Explores tutoring workflows for placement, spaced review, and learning summaries that tutors can inspect.

Technologies

TypeScriptLLMPersistenceLearning Management
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SO/LA/CE

An experiment in local reflection and wellbeing prompts. It is not a clinical service and has no demonstrated treatment outcomes.

Technologies

TypeScriptLLMLocal-FirstReinforcement Learning
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Nexus

Routes incoming tasks to the right execution path (fast single agent vs multi-agent pipeline) with shared contracts and observability.

Technologies

TypeScriptMonorepoAPI GatewayOrchestration
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LatchSpec

Tests recorded agent tool actions against rules for approvals, ordering, arguments, and limits. Results cover the scenarios tested.

Technologies

TypeScriptVitestAgent TestingLocal-First
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Founding Practice Program
Paritai

Paritai explores claim review and appeal preparation for mental health practices. Its founding-practice program invites feedback on the workflow; billing and legal decisions require qualified human review.

// SaaS product// Mental health billingexplore Paritai →