kaicianflone

The open source system I’m working on lets multiple agents propose, critique, and stake on decisions before a single action is taken.

It runs at inference time rather than training time and is model agnostic. The goal is to make disagreement explicit and costly instead of implicit and ignored, especially in high stakes or autonomous workflows.

I’m a systems person too, and I don’t see mediocrity as inevitable.

The slop problem isn’t just model quality. It’s incentives and decision making at inference time. That’s why I’m working on an open source tool for governance and validation during inference, rather than trying to solve everything in pre training.

Better systems can produce better outcomes, even with the same models.

This is a solid step forward on execution safety for agentic workflows. Permissions, sandboxing, MCP allowlists, and output sanitization all matter. But the harder, still unsolved problem is decision validation, not execution constraints. Most real failures come from agents doing authorized but wrong things with high confidence. Hallucinations, shallow agreement, or optimizing for speed while staying inside the permission box.

I’m working on an open source project called consensus-tools that sits above systems like this and focuses on that gap. Agents do not just act, they stake on decisions. Multiple agents or agents plus humans evaluate actions independently, and bad decisions have real cost. This reduces guessing, slows risky actions, and forces higher confidence for security sensitive decisions. Execution answers what an agent can do. Consensus answers how sure we are that it should do it.

I don’t disagree. After decades, it’s still hard which is exactly why I think treating validation as a system problem matters.

We’ve spent years systematizing generation, testing, and deployment. Validation largely hasn’t changed, even as the surface area has exploded. My interest is in making that human effort composable and inspectable, not pretending it can be eliminated.

I agree with this almost completely. The hard part isn’t generation anymore, it’s validation of intent vs outcome. Especially once decisions are high-stakes or irreversible, think pkg updates or large scale tx

What I’m working on (open source) is less about replacing human validation and more about scaling it: using multiple independent agents with explicit incentives and disagreement surfaced, instead of trusting a single model or a single reviewer.

Humans are still the final authority, but consensus, adversarial review, and traceable decision paths let you reserve human attention for the edge cases that actually matter, rather than reading code or outputs linearly.

Until we treat validation as a first-class system problem (not a vibe check on one model’s answer), most of this will stay in “cool demo” territory.

Just a shower thought

This feels like a symptom of a deeper issue: we’re treating AI outputs as if they’re authoritative when they’re really just single, unaccountable generations. Disclaimers help, but they don’t fix the decision process that produced the content in the first place.

One approach we’ve been exploring is turning high-stakes AI outputs (like news summaries or classifications) into consensus jobs: multiple independent agents submit or vote under explicit policies, with incentives and accountability, and the system resolves the result before anything is published. The goal isn’t “AI is right,” but “this outcome was reached under clear rules and can be audited.”

That kind of structure seems more scalable than adding disclaimers after the fact. We’re experimenting with this idea on an open source CLI at https://consensus.tools if anyone’s interested in the underlying mechanics.

Is this where AgentSkills come into play as an abstraction layer?

It is tool use with natural language search queries but going down a layer they are searched on a vector DB, very similar to RAG. Essentially Google RankBrain is the very far ancestor to RAG before compute and scaling.

The ledger and validation mechanisms are important. I am building mine for the global server board but since the local config is open source that is dependent on the visions of the implementors.

Thanks. I like to tinker, so I’m prototyping a hosted $USDC board, but Clawsensus is fundamentally local-first: faucet tokens, in-network credits, and JSON configs on the OpenClaw gateway.

In the plugin docs is a config UI builder. Plugin is OSS, boards aren’t.

Really enjoyed this. It’s one of the most grounded takes I’ve read on OpenClaw. You skip the hype and actually show what it looks like when someone lives with it day to day, including the tradeoffs. The examples around texts turning into real actions and the compounding value of context made the case way better than any demo ever could.

Quick question: do you think something like https://clawsens.us would be useful here? A simple consensus or sanity-check layer for agent decisions or automations, without taking away the flexibility you’re clearly getting.

OpenClaw utilizes AgentSkills designed by Anthropic so OpenClaw is plug and play with certain APIs and integrations.

That liability gap is exactly the problem I’m trying to solve. Humans have contracts and insurance. Agents have nothing. I’m working on a system that adds economic stake, slashing, and "auditability" to agent decisions so risk is bounded before delegation, not argued about after. https://clawsens.us

The incidence result isn’t surprising, but incidence alone isn’t a full policy critique. Consumers bear most taxes in general: corporate, VAT, payroll, etc.

The real distinction is that tariffs are conditional. Currently, firms can avoid them by changing sourcing. That makes them more behavior-shaping than revenue maximizing.

Given that the U.S. never reversed the TCJA corporate cuts from 2020-2024, tariffs are one of the few active levers currently increasing the marginal cost of offshore supply chains.

I haven’t seen this mentioned much, but Tailwind’s rise closely followed a shift away from runtime CSS-in-JS toward build-time, deterministic styling.

Many JSX-era libraries (MUI, styled-components, Emotion) generate styles at runtime, which works fine for SPAs but creates real friction for SSR, streaming, and time-to-first-paint (especially for content-heavy or SEO-sensitive domains).

As frameworks like Next.js, Vue, Svelte, Angular, and now RSC all moved server-first, teams realized they couldn’t scale entire domains as client-only SPAs without performance and crawler issues.

Tailwind aligned perfectly with that shift: static CSS, smaller runtime bundles, predictable output, and zero hydration coupling. It wasn’t about utility classes. It was about build-time certainty in a server-rendered world :)

The bane of intelligence is contempt instead of curiosity

My momma always told me I'd be criticized by people who never build anything :)

Replit with vercel starter templates and supabase is amazing. I even have it do all my migrations and RLS policies. Also playwright automated testing in github action CI/CD.

I have it originated from a master prompt project I have architected with shadcn suggestions and how I like my app router setup.

I'm hooking this up to comet to be fully agentic with Linear tasks and human-in-the-loop approvals with up to 5 UI versions per feature. And ts contract request/responses for my nextJS api endpoints.

I also host a "LangChain" similar like tool in Azure C# minimal API in a shared replit secret. It's so nice to be able to re-use secrets for Radar, etc across all my apps.

I get that. I’ve felt the same cringe at times. The sense that faith is being sold instead of shared. The irony is that the heart of Christianity doesn’t need promotion. It’s supposed to be recognized in how people live, not in how loudly they talk.

For me, following Jesus has nothing to do with market share or population stats. If every chart in the world dropped tomorrow, He’d still be who He is. Faith isn’t about the numbers (Christianity has waxed and waned for centuries). It’s about the truth of one life, one death, and one resurrection that keeps changing hearts in every century.

The Church has made mistakes in how it presents Him, but the reality behind it, the Person Himself, doesn’t need a salesman. He just keeps finding people, quietly, the way He always has.

PS - Conversions in Latin America were deeply shaped by how God met people in their own culture and symbols. Our Lady of Guadalupe in Mexico and Our Lady of Aparecida in Brazil are perfect examples. Moments when faith didn’t arrive through conquest like most believe, but through divine encounter.

I actually appreciate how clearly you put that. The honesty in what you said is exactly where most people’s quiet struggle lives. You’re right that faith doesn’t begin with airtight logic. It begins when reason finally runs out of things that can satisfy the soul.

The point of Christianity isn’t to switch off rational scrutiny. It’s to realize that reason itself points beyond its own edges. The disciples didn’t follow Jesus because they stopped thinking. They followed because they met a Person who made sense of what their thinking never could.

As for “why this faith and not another,” for me it wasn’t about comparing systems. It was that every story in Scripture, from Genesis to the cross, keeps tracing one pattern: God coming toward humanity, not demanding that we climb up to Him. Every other belief I studied started with what we must do. This one begins with what He already did.

I don’t expect that to “prove” anything to you, but maybe it’s something to sit with and find Faith in. The story of Jesus resonates with billions of followers, more than other religions, not because it’s the best or default religion.

You’re absolutely right that many nations were converted by force or politics. History is full of that tension. The message of Christ abused in ways completely opposite to what He taught in the Scripture.

What’s always struck me, though, is how the faith survived despite those abuses. Every empire that tried to use Christianity as a weapon eventually crumbled, but the core message kept resurfacing through people who lived it voluntarily. Saints, reformers, monks, ordinary believers who loved instead of coerced.

Christianity spreads most truthfully through witness, not power. The fact that so many who first met it under pressure later kept it freely says something deeper is at work than politics or force.

Fair enough but saying all certainty is irrational is itself a pretty certain belief.

Everyone has faith in something, whether it’s science, reason, or their own moral compass. The difference is that Christianity doesn’t pretend we invented truth. It says Truth became a person and met us where we are. That’s not blind certainty. It’s tested faith.

Honestly, I think most of us are just trying to make sense of the world and not feel alone in it. I’ve been on both sides of this, skeptical, searching, believing, doubting again. So I get where you’re coming from. I’m not here to convince you of anything, just sharing what’s given me peace when everything else felt hollow.

If you ever want to talk about it without debating, I’d be down for that too.

I get that, and I’m not trying to convert you through a comment thread. You’re right that many people question the evidence and honestly, I did too for many decades. I didn’t grow up with unshakable faith. I grew into it by using my intellect. Testing it, doubting it, and finding the evidence of prophecy and resurrection more consistent than I expected.

I’m not here to “win” you over. I’m sharing what I’ve found because the same Jesus who changed history also changed my life. If it sounds like proselytizing, it’s only because truth isn’t meant to be hoarded. But I appreciate your honesty. At least you’re still asking questions. Most people stop there.

PS. It’s funny a lot of people try to “catch” believers in logic traps that don’t actually use logic or examples. It ends up being its own kind of proselytizing, just dressed in cynicism.

I’m all for honest discussion, but if someone’s going to dismiss faith as irrational, they should be able to back their own worldview with the same level of evidence they demand from others. Otherwise, it’s not skepticism it’s just pride wearing a lab coat.

What do you mean?

I completely agree. Mindfulness and goodwill are good for the soul. They quiet the noise and help us see ourselves more clearly. I practiced meditation for years (and I still do but with my rosary this time), and it helped me observe my thoughts, but it never really healed them.

That’s where Christianity felt different. Most spiritualities try to empty the mind of what’s toxic, but Jesus calls us to bring our darkness into His light. When we try to cast things out on our own, they return stronger. Like the demon who brings seven more, or the widow who denies her grief only to carry it for decades.

Mindfulness helps us watch the storm. Christ walks into it with us. One teaches peace through avoidance. The other offers redemption through surrender. That’s the difference that changed my life.

Sure - How clever of you. It’s also the world’s largest religion by far. That alone says something about how deeply the message of Jesus resonates across cultures and centuries. Billions of people have found truth, hope, and transformation in Him. Not because they were born into it, but because the story holds up when you actually look into it.

I hear you and I’m not trying to push a cultural version of Christianity. What I’m saying is that Jesus wasn’t just another spiritual teacher. He fulfilled hundreds of prophecies written centuries before His birth, and instead of conquering through power, He conquered through sacrifice. That’s what makes His message different and why His story has endured when so many philosophies fade.

Not all spirituality leads to peace. We live in an age where “spirituality” often means yoga, breathwork, or Stoic quotes. Things that calm the body but rarely heal the soul. Marcus Aurelius was wise, but even he couldn’t save himself from despair.

I think many of us, myself included, have resisted Christianity because of how poorly it’s been represented. But the real Christ isn’t a tool of culture or control. He’s the God who stepped down, fulfilled His own Word, and died in our place. That’s not pride. That’s mercy.

Ignorance is bliss

This answer might upset some people, but it’s really about balance. Spiritual healing is something many intelligent people quietly need. Too often, “intellectuals” dismiss the Bible outright. Relying on arguments they half-remember from TikTok or high-school debates instead of actually reading it and forming their own conclusion, like they would with any other subject. I’m just a developer, but I think intelligence can become its own trap. Pride in being clever can cloud judgment. We feel smart for rejecting faith. And in today’s culture, it’s often safer to follow intellectual trends than to walk an independent path.