#trailframework — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #trailframework, aggregated by home.social.
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Rules are cached decisions, and mine work because I can see them, name them, and decide one has expired. A chat holds the same cached decisions with no index. You cannot review what you cannot enumerate.
#AI #AIAgents #SoftwareEngineering #TrailFramework #BuildInPublic
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Rules are cached decisions, and mine work because I can see them, name them, and decide one has expired. A chat holds the same cached decisions with no index. You cannot review what you cannot enumerate.
#AI #AIAgents #SoftwareEngineering #TrailFramework #BuildInPublic
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Every new chat starts from zero. No memory of what got decided, no record of why. So I was rebuilding the system in real time, out of my own head, every session.
I wasn't using a system anymore. I was the system. And I'm a genuinely bad place to store decisions at that speed.
That's the moment Trail stopped being an idea and started being something I actually needed. Not because the AI was unreliable. Because I was.
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Every new chat starts from zero. No memory of what got decided, no record of why. So I was rebuilding the system in real time, out of my own head, every session.
I wasn't using a system anymore. I was the system. And I'm a genuinely bad place to store decisions at that speed.
That's the moment Trail stopped being an idea and started being something I actually needed. Not because the AI was unreliable. Because I was.
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Two prompts. That's the entire Manager and Developer layer of Trail. Both just say, roughly, "read the file and do what it says." Trail doesn't help you write better prompts. It makes the prompt almost irrelevant. The artifacts are the whole job.
#TrailFramework #AI #ArtifactDriven #BuildInPublic #SoftwareEngineering
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Two prompts. That's the entire Manager and Developer layer of Trail. Both just say, roughly, "read the file and do what it says." Trail doesn't help you write better prompts. It makes the prompt almost irrelevant. The artifacts are the whole job.
#TrailFramework #AI #ArtifactDriven #BuildInPublic #SoftwareEngineering
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Everyone talks about context windows getting bigger like that solves the problem. A bigger window is a bigger room to lose things in, not a smaller one. The fix is artifacts, not chat. Write down what matters somewhere that outlives the conversation.
#AI #TrailFramework #ArtifactDriven #BuildInPublic #SoftwareEngineering
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Everyone talks about context windows getting bigger like that solves the problem. A bigger window is a bigger room to lose things in, not a smaller one. The fix is artifacts, not chat. Write down what matters somewhere that outlives the conversation.
#AI #TrailFramework #ArtifactDriven #BuildInPublic #SoftwareEngineering
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AI data has three rooms: the prompt, training, and memory. Agents make memory the dangerous one. They act on what they remember with no way to tell if it's accurate, or even belongs to the task in front of them. Helpful and unaudited are usually the same feature.
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AI data has three rooms: the prompt, training, and memory. Agents make memory the dangerous one. They act on what they remember with no way to tell if it's accurate, or even belongs to the task in front of them. Helpful and unaudited are usually the same feature.
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Trail doesn't care if the output is a Flutter widget or a Word document. I proved it by using it to produce a full business document set for a fictional company. Trail was never solving a coding problem. It's solving a coordination problem.
#TrailFramework #AI #ArtifactDriven #BuildInPublic #Productivity
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Trail doesn't care if the output is a Flutter widget or a Word document. I proved it by using it to produce a full business document set for a fictional company. Trail was never solving a coding problem. It's solving a coordination problem.
#TrailFramework #AI #ArtifactDriven #BuildInPublic #Productivity
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Three AI systems, two companies, one 40-minute build. What made it work wasn't the tools. It was matching each one to what it's actually good at. Use the model built for the role, not the one you're used to reaching for.
#TrailFramework #AI #ArtifactDriven #BuildInPublic #SoftwareEngineering
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Three AI systems, two companies, one 40-minute build. What made it work wasn't the tools. It was matching each one to what it's actually good at. Use the model built for the role, not the one you're used to reaching for.
#TrailFramework #AI #ArtifactDriven #BuildInPublic #SoftwareEngineering
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I'm not anti-agent. I run them. I'm against running one in the same context where you defined the work. Separate windows, separate context. The agent gets the files and nothing else. The rule I'll never bend.
#AI #AIAgents #TrailFramework #ArtifactDriven #BuildInPublic
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I'm not anti-agent. I run them. I'm against running one in the same context where you defined the work. Separate windows, separate context. The agent gets the files and nothing else. The rule I'll never bend.
#AI #AIAgents #TrailFramework #ArtifactDriven #BuildInPublic
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The difference between a loop and an intent is who decides when to stop. A loop ends on the model's judgment. An intent ends on yours. Autonomous sounds like freedom. Mostly it means nobody's holding the exit.
#AI #TrailFramework #AIAgents #ArtifactDriven #SoftwareEngineering
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The difference between a loop and an intent is who decides when to stop. A loop ends on the model's judgment. An intent ends on yours. Autonomous sounds like freedom. Mostly it means nobody's holding the exit.
#AI #TrailFramework #AIAgents #ArtifactDriven #SoftwareEngineering
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Trail has four points where a human or model can sit. Two are locked: start and end. Human defines it. Human verifies it. The middle can be a model, if the stakes allow. You don't need to be in the loop. Own the endpoints.
https://trail.venturanomadica.com
#TrailFramework #AI #AIAgents #ArtifactDriven #BuildInPublic
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Trail has four points where a human or model can sit. Two are locked: start and end. Human defines it. Human verifies it. The middle can be a model, if the stakes allow. You don't need to be in the loop. Own the endpoints.
https://trail.venturanomadica.com
#TrailFramework #AI #AIAgents #ArtifactDriven #BuildInPublic
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Nobody ships the whiteboard. Nobody audits it six months later. Conversations with AI are whiteboards: useful in the room, worthless as a record. If a decision only lives in a conversation, it doesn't exist.
#AI #TrailFramework #ArtifactDriven #BuildInPublic #SoftwareDevelopment
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Nobody ships the whiteboard. Nobody audits it six months later. Conversations with AI are whiteboards: useful in the room, worthless as a record. If a decision only lives in a conversation, it doesn't exist.
#AI #TrailFramework #ArtifactDriven #BuildInPublic #SoftwareDevelopment
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"Agentic" has quietly become a synonym for "we stopped writing down what it's supposed to do." An agent without a written intent isn't autonomous. It's unaccountable. Those look identical until something breaks.
#AI #AIAgents #TrailFramework #Accountability #SoftwareEngineering
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"Agentic" has quietly become a synonym for "we stopped writing down what it's supposed to do." An agent without a written intent isn't autonomous. It's unaccountable. Those look identical until something breaks.
#AI #AIAgents #TrailFramework #Accountability #SoftwareEngineering
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Most AI-assisted work collapses four jobs into one chat: define, plan, build, judge. Works until it breaks, and you can't tell what went wrong from who decided it. Separate the roles. Every failure gets a location.
#AI #TrailFramework #ArtifactDriven #SoftwareEngineering #BuildInPublic
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Most AI-assisted work collapses four jobs into one chat: define, plan, build, judge. Works until it breaks, and you can't tell what went wrong from who decided it. Separate the roles. Every failure gets a location.
#AI #TrailFramework #ArtifactDriven #SoftwareEngineering #BuildInPublic
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"It works on my machine" has a new cousin: "it works in the chat." Half of what made it work was context in the thread, not anything saved. If you can't reproduce it from what's written down, you don't have a result.
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"It works on my machine" has a new cousin: "it works in the chat." Half of what made it work was context in the thread, not anything saved. If you can't reproduce it from what's written down, you don't have a result.
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Most AI productivity content is aimed at developers. This one isn't.
Trail built a complete business plan for a fictional anime retail store. Financial model, employee handbook, 11 SOPs, investor deck, vendor agreements, customer policies.
The coherence didn't come from AI memory. It came from Trail's file-first structure. Every session started fresh. The artifacts were the only shared memory between runs.
More at Substack
https://open.substack.com/pub/sargentjamesa/p/49-documents-one-workday-zero-revisions -
Idea to working Chrome extension in 40 minutes. Three AI systems from two companies filled three different roles. Zero changes after testing. The 10/10/10/10 breakdown is not an accident — here's how Trail made it work.
#TrailFramework #OpenSource #BuildInPublic #ArtifactDriven #IndieHacker #Developers
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Trail is open source because useful information should be free — not as a growth strategy, not for distribution. Just because it's the right thing to do. CC BY 4.0 for the methodology, MIT for the scaffold.
#TrailFramework #OpenSource #BuildInPublic #ArtifactDriven #FOSS #FreeSoftware
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Most AI-assisted work starts fast and pays for it later. Trail does the opposite — friction at the front so execution is clean. Rework costs more than planning, every time.
#TrailFramework #OpenSource #BuildInPublic #ArtifactDriven #Engineering #SoftwareDevelopment
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Running the 7 intents for Otaku Haven this weekend, a fictional anime store I'm using to test Trail end-to-end outside software. 45 documents, no code anywhere. Claude as Manager, Codex as Developer, me as Reviewer. The point isn't whether AI can write a business plan. It's whether bounded intent can drive the work without execution drift.
When it's done, everything goes public: intents, run bundles, outputs, the lot.
So far it's holding.
#TrailFramework #BuildInPublic #AIAssisted #OpenSource -
Trail is not a software development framework. It works for software, but that's just where I ran into the problem. HR rollouts, marketing campaigns, legal docs — if someone defines the work and someone else executes it, Trail applies.
#TrailFramework #OpenSource #BuildInPublic #ArtifactDriven #ProductManagement #Leadership
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People keep asking what Trail actually looks like in practice. Three structural concepts, four roles, and one rule: every failure has a location. Here's the full breakdown.
#TrailFramework #OpenSource #BuildInPublic #ArtifactDriven #DevOps #Developers
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If a decision only exists in a conversation, it doesn't exist. Conversations are scratch paper — useful in the moment, but nobody audits a whiteboard. Trail puts everything in files instead.
#TrailFramework #OpenSource #BuildInPublic #ArtifactDriven #SoftwareArchitecture #AIAssisted
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I built a travel app over five months with AI. It worked — but underneath, decisions were compounding in ways I couldn't see. This is the story of what went wrong, and why I built Trail afterward.
#TrailFramework #OpenSource #BuildInPublic #ArtifactDriven #IndieHacker #SoloBuilder
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Trail has exactly two prompts. Both just say "read the file and do what it says." The work isn't in the prompts — it's in everything written down before they're ever used. Here's what that actually looks like.
#TrailFramework #OpenSource #BuildInPublic #ArtifactDriven #DevTools
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Trail has exactly two prompts. Both just say "read the file and do what it says." The work isn't in the prompts — it's in everything written down before they're ever used. Here's what that actually looks like.
#TrailFramework #OpenSource #BuildInPublic #ArtifactDriven #DevTools
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I've been thinking about why AI-assisted work breaks down — and it's not the code. It's the decisions. They live in chat, and chat doesn't compound well. I built Trail to fix that.
https://open.substack.com/pub/sargentjamesa/p/the-chat-problem
#TrailFramework #OpenSource #BuildInPublic #ArtifactDriven #AIAssisted #SoftwareDevelopment
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I've been thinking about why AI-assisted work breaks down — and it's not the code. It's the decisions. They live in chat, and chat doesn't compound well. I built Trail to fix that.
https://open.substack.com/pub/sargentjamesa/p/the-chat-problem
#TrailFramework #OpenSource #BuildInPublic #ArtifactDriven #AIAssisted #SoftwareDevelopment
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Trail Framework posts start April 2.
Nine posts on an open-source framework for executing work with humans, AI, or both — without letting decisions disappear into chat. Built from a painful lesson building TrekCrumbs.
trail.venturanomadica.com
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Meet Brushy
A smart toothbrush app for your dumb toothbrush
https://open.substack.com/pub/sargentjamesa/p/meet-brushy
#TrailFramework #AIDevelopment #OpenSource #BuildInPublic #Flutter #IndieHacker #ArtifactDriven