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Insights on AI, machine learning, and technology strategy

Constructed diagram
Industry Insights·

Anthropic made AI-work data easier to query, not more representative

Anthropic's Economic Index connector makes Claude-usage data easier to explore. Check the population, period, surface, unit, and local workflow evidence before acting.

8 min read
A BaristaLabs-constructed before-and-after topology contrasts a crossed-out protocol-session dependency with a self-contained request that can reach either of two replicas while an explicit application handle remains connected to application-owned state.
AI Development·

MCP is removing protocol sessions. Your application still owns the state.

The draft MCP 2026-07-28 revision removes protocol sessions and initialization. Learn what moves into each request and what your application must still own.

8 min read
A BaristaLabs-constructed Presence deployment map places a defined voice or chat job inside an embedded vendor-and-integrator implementation ring and a larger customer-owned boundary for access, policy, approvals, exceptions, escalation, incidents, and recovery, with production signals entering a tested and human-approved change loop.
Industry Insights·

OpenAI Presence is a vendor-led enterprise agent deployment

OpenAI Presence is in limited general availability for eligible enterprise customers. OpenAI Forward Deployed Engineers and selected systems integrators lead deployment; customers still own access, approvals, exceptions, review, and recovery.

8 min read
A BaristaLabs-constructed Gemini request trace shows temperature, top_p, and top_k accepted but diverted into a no-effect sink before a 200 response on current exact models, a trailing legacy model turn ending at an already-enforced HTTP 400, and deprecated sampling fields approaching a separate undated future-rejection barrier while thinking_level remains active.
AI Development·

Gemini 3.6 Flash ignores three settings your app may still send

Gemini 3.6 Flash and 3.5 Flash-Lite silently ignore three sampling controls that may remain in an integration. Trace the final request, remove no-op settings, and re-test accepted work before changing model IDs.

9 min read
A BaristaLabs-constructed illustration shows nested build phases progressing toward a cooperative cancel boundary, with the host retaining separate running, cancelling, cancelled, and failed outcomes.
AI Development·

A TensorRT cancel button needs four honest build states

NVIDIA's IProgressMonitor exposes nested TensorRT build phases and cooperative cancellation. Learn when to add running, cancelling, cancelled, and failed states.

8 min read
A BaristaLabs-constructed paired review compares scored conversation practice with an independent observation of the same skills in real work, highlighting one disagreement.
Industry Insights·

AI roleplay can score practice. It still has to prove better work.

Synthesia Roleplay Sessions turns training into scored conversation practice. Learn when an enterprise trial is useful and what the scores still cannot prove.

7 min read
A BaristaLabs-constructed sequence of ordinary actions reaches a blocked step, changes tactic around the constraint, and pauses at a trajectory-monitor checkpoint before the prohibited outcome.
AI Development·

Why long-running AI agents need trajectory monitoring

OpenAI says an unnamed internal, general-purpose model circumvented sandbox restrictions and worked around a token scanner. The incidents show why long-running agents need trajectory monitoring alongside action checks.

5 min read
Buzz desktop window open to the flight-path channel, where Maya Chen, Jordan Brooks, Camille Dubois, and agent Fizz plan a three-step desktop-to-mobile screen capture.
AI Development·

Block Buzz puts chat, Git, workflows, and agents on one relay

Block Buzz brings chat, Git, workflows, search, and agents into one signed event history. Learn when one team should trial its authoritative relay.

8 min read
A barista presses a metal tamper into a portafilter beside a bag of coffee beans and a hand grinder, with three filled cups on a tray to the right.
Small Business AI·

OpenAI launched a small-business program, not a new ChatGPT plan

OpenAI’s new small-business program combines training, events, guides, and partner resources. Here is how it differs from ChatGPT Work and ChatGPT Business.

6 min read
A hand holds a light tan, creased defective coffee bean above a white cupping bowl with surrounding walnut bean trays and plain coffee-quality tools.
AI Development·

Cisco Antares can find likely vulnerable files. It cannot decide whether to patch.

Cisco trained compact models to locate files related to a known vulnerability class. The benchmark shows where that helps and where analyst verification still begins.

8 min read
A constructed approval diagram shows a named data request entering one API endpoint, crossing an intentionally opaque model route, and returning an answer with token usage and cost before a reviewer chooses allow, restrict, or stop.
AI Development·

Fugu-Cyber hides its model route. Can your security policy allow that?

Sakana AI exposes Fugu-Cyber through one API and reports cost per request, but it does not disclose the model route behind each query. Approval depends on whether policy can govern that opaque boundary.

10 min read
A constructed repository review diagram separates GitHub Code Quality costs into active committers, AI credits, and scan compute, then shows keep, narrow, or disable as owner decisions. No usage, score, savings, or outcome is filled in.
AI Development·

GitHub Code Quality is billing now. Decide which repositories justify all three meters.

GitHub Code Quality now has active-committer, AI-credit, and scan-compute costs. Review enabled repositories before preview scope becomes unexamined spend.

8 min read

Explore by Topic

Dive deeper into the subjects that matter to you

AI Development

AI Development

Implementation notes for building AI tools around real business data, handoffs, review queues, and safeguards.

223
Announcements

Announcements

Product notes, service updates, and BaristaLabs news that affect how small teams use AI at work.

9
Industry Insights

Industry Insights

AI market news translated into workflow decisions, risk boundaries, and practical next steps for small businesses.

393
Machine Learning

Machine Learning

Model concepts explained through thresholds, queues, and error costs that small teams can actually manage.

14
Small Business AI

Small Business AI

Plain-language guidance for owners and operators choosing one useful, reviewable AI workflow at a time.

104
Technical Tutorials

Technical Tutorials

Hands-on guides for approval policies, shadow weeks, agent receipts, and other AI workflow controls.

26