Sapien (@BuildOnSapien) / X

Sapien

4,190 posts

Sapien

@BuildOnSapien

Building Proof of Quality - Verifiable quality signals for AI

Anywhere

Joined May 2024

Pinned
Sapien
@BuildOnSapien
Feb 26
Most AI failures are not “mystery bugs.” They are predictable outcomes of unverified judgments made somewhere in data capture, evaluation, or review. Proof of Quality is built to make those judgments auditable and accountable. Today we are publishing the Sapien roadmap so
1M
Sapien
@BuildOnSapien
13h
Applications for the Sapien Council close tonight! We are opening just 20 seats in the Sapien Council: a small, hand picked group of builders who get early access to Sapien’s infra, direct time with our eng team, and a real voice in what we build next Council members get: -
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Sapien
@BuildOnSapien
13h
Right here: directory.sapien.io/pages/sapien-c…
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Sapien
@BuildOnSapien
Jul 6
Applications Closing Soon: Join the Founding Sapien Council Response has been strong, and our Sapien builder council spots are filling up. Applications to the council closes on June 7, 2026.  We are reviewing for technical depth and active builder context. If you are building
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Sapien
@BuildOnSapien
Jul 6
Apply here: directory.sapien.io/pages/sapien-c…
546
Sapien
@BuildOnSapien
Jul 4
Applications are open for the founding Sapien Council! We're inviting 20 builders to join a private group helping shape the future of AI verification. If you're working on AI agents, model evaluation, data quality, review workflows, or AI verification, we'd love to hear from
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Sapien
@BuildOnSapien
Jul 4
If that sounds interesting, apply here: directory.sapien.io/pages/sapien-c… The application takes about 3 minutes. We'll review every submission personally, and applications will close once all 20 seats are filled.
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Sapien
@BuildOnSapien
Jul 2
Hallucinated URLs have moved from model flaw to attack surface. A model can invent a plausible domain, an attacker registers it, and the bad link can travel through search, chat, or agent workflows. Hallucinated domains are a clean example of faulty AI work becoming real world
The Hacker News
@TheHackersNews
Jul 1
🛑 "Phantom squatting" is already in the wild. AI models invent domains. Attackers register them first. Users can get the bad link from the AI itself. Researchers found roughly 250,000 unowned AI-invented domains. Details here: thehackernews.com/2026/07/phanto…
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Sapien
@BuildOnSapien
Jun 30
Bank of England Deputy Governor Sarah Breeden said agentic AI may require regulatory reform as autonomous payments and trading expand. As Agentic AI is moving into finance, payments, and trading, builders should hear the signal clearly: autonomous systems need verifiable review
Bloomberg
@business
Jun 30
Autonomous AI agents risk causing “market meltdown” and may need tighter regulation, Bank of England Deputy Governor Sarah Breeden warns bloom.bg/4eDTP1j
00:00
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Sapien
@BuildOnSapien
Jun 29
DuckDuckGo AI search repeated a fake claim from poisoned web content. This is a clean example of why "the model cited sources" is not enough of a quality signal. A bad source can still produce a polished answer. Proof of Quality gives AI work a verifiable record, so downstream
Cybernews
@Cybernews
Jun 26
It’s well known that AI chatbots can be prone to wild hallucinations. The DuckDuckGo AI chatbot is the latest glaring example, asserting that President Donald Trump died of rabies on June 7th. Read full article: cnews.link/duckduckgo-ai-…
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Sapien
@BuildOnSapien
Jun 26
Teams do not need to rebuild their security audit workflow to test Proof of Quality. Start with one queue, one checkpoint, and one proof artifact. You can take the findings already moving through review, add expert validation where trust breaks down, and see whether the output
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Sapien
@BuildOnSapien
Jun 26
Interested in running a pilot? Reach out to [email protected] and we’ll help you verify your AI work and work with you as part of our early adopter program.
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Sapien
@BuildOnSapien
Jun 25
Avon and Somerset Police built a broad predictive analytics system across at least 23 models, one burglary model even ran with precision under 10 percent for more than three years. Many of the models were abandoned after staff lost confidence in their accuracy and transparency.
WIRED
@WIRED
Jun 25
For more than a decade, police in Bristol, England, have developed at least 23 separate predictive models to score people’s likelihood of becoming perpetrators or victims of crime. Most of the population knows nothing about it. wired.com/story/british-…
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Sapien
@BuildOnSapien
Jun 24
Security audit teams do not need another black box in the review process. - Product wants faster cycles. - Security ops needs reliable findings. - Technical leadership needs a defensible record. Verification has to serve the whole organization. That’s why Proof of Quality
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Sapien
@BuildOnSapien
Jun 23
Bloomberg Law reports that every large law firm in its survey used legal AI tools in 2025. That creates a clear builder problem: AI work in regulated industries needs an auditable verification process before people can rely on it. Proof of Quality adds that verification layer.
Bloomberg Law
@BLaw
Jun 23
Tools powered by artificial intelligence are now as commonplace as other attorney software at big firms, Bloomberg Law’s Leading Law Firms survey found. news.bloomberglaw.com/legal-ops-and-…
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Sapien
@BuildOnSapien
Jun 22
Estonia giving agents digital IDs to AI agents is a clear market signal: Autonomy needs attribution. Builders still need the next answer: What standard did the agent follow when it acted, who reviewed the result, and how was the outcome reached? Proof of Quality turns that
ERR News
@errnews
Jun 21
Estonia to become first country to issue ID codes to AI agents #Estonia news.err.ee/1610060290/est…
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Sapien
@BuildOnSapien
Jun 19
Google DeepMind published an AI Control Roadmap for autonomous agent, stating that most flagged emerging issues come from agent misinterpretation or overeagerness. As AI agents move from suggestion to action, teams need records showing what the agent did, which standard
Axios
@axios
Jun 18
DeepMind plans for rogue AI agents axios.com/2026/06/18/goo…
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Sapien
@BuildOnSapien
Jun 18
Waymo recalled 3,871 robotaxis after a software issue could cause vehicles to enter closed freeway construction zones and continue driving. The recall shows the real problem with autonomous AI is reviewability. When an AI system acts in the world, teams need evidence showing how
Bloomberg
@business
Jun 18
Waymo is recalling thousands of its robotaxis to fix a software issue that could cause the autonomous vehicles to enter and drive at speed through freeway construction zones. bloomberg.com/news/articles/…
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