Follow the change ·
What happened in AI and robotics — and the change behind it. A reading path through 32 stories from BIG CHANGE.
Ordered using RADAR attention, story opens and likes. Excerpts from our published reporting; open a story for the full context and sources. Dates in UTC.
Export Stitch screens; check the filter and viewer link.
What changed: Google documents a route from Stitch designs into a shareable app.
Why it matters: An owner can check a useful filter before sharing.
What to watch: Stop when a required result is missing.
Tata plans 10,000 km of Indian fibre; delivered capacity remains unreported.
What changed: Tata announced three phases of new Indian fibre routes.
Why it matters: A data-centre buyer needs access from its facility to a regional route, then a service with enough bandwidth for its traffic. Planned cable length alone answers neither question.
What to watch: Completed routes, named facility access, bandwidth on sale and measured latency will show what customers can actually use.
Install Claude Code's official Telegram channel, pair one sender, inspect its allowlist, and check a same-chat reply against an existing project file.
What changed: Anthropic documents a Telegram channel plugin for Claude Code.
Why it matters: Comparing the answer with an independently opened file gives the owner a concrete completion check.
What to watch: The owner should see the intended sender in the access readback, a real inbound event and permitted file read in the terminal, then a matching answer in the same Telegram chat. A chat reply alone cannot establish what file the session read.
Build a finite LangGraph job with sealed sources, per-item checkpoints, an uncertain-call journal and a final human check of every claim.
What changed: The reference job keeps its progress in a local checkpoint and records each possible model call in a separate operation journal. An interrupted run can identify the item and the call that need attention.
Why it matters: A developer with a permissioned document task can resume the same job without passing earlier model prose into later prompts or automatically repeating a call whose outcome is unknown. Exact source quotes get a structural check before a reviewer sees the proposals.
What to watch: The final decision still depends on a human comparing each claim with its source and checking actual provider usage. Local SQLite and mock tests establish this example's control flow; they do not establish production durability, model accuracy or remote exactly-once behavior.
OpenClaw note: verify the manual run, first due run and delivery.
What changed: The owner records one note revision and checks the first due result.
Why it matters: Read-only agent permissions, a pinned model and project controls set the boundaries for an unattended task.
What to watch: Confirm the source revision, Telegram delivery and account usage against saved job and run IDs before trusting the schedule.
Route two Telegram forum topics to separate OpenClaw agents, verify each approved note through an explicit read, then check a corrected fact in a fresh session.
What changed: OpenClaw documents per-topic agent routing for Telegram forums. An operator can connect each topic to a different workspace and its MEMORY.md, beyond the separate conversation that a topic already gets.
Why it matters: A team running two projects through one bot can check each project's answer against its own reviewed record. The routing makes that check practical, but the group audience and host permissions still decide who can see or reach the material.
What to watch: The useful result is a repeatable readback: the right topic key, agent, file and answer before and after a session reset. A reply alone cannot establish that the bot used the intended note or forgot an older one.
Save and run one reply check against an approved source.
What changed: Next Reply checks one answer, not a whole conversation or tool invocation.
Why it matters: The owner can compare the answer with the exact source it should follow.
What to watch: An unidentified target or unverifiable source leaves the decision open.
Use one approved brief and fixed V8.2 settings to compare two stylize values, inspect real outputs, then reopen and record a chosen image with costs and permissions.
What changed: V8.2 is the current default, and a creator can hold the brief and most settings steady while changing one stylize value. The seed helps comparison without guaranteeing an identical rerun.
Why it matters: A reviewer can base a choice on actual returned images and a reopened downloaded file, with costs and permissions recorded beside it.
What to watch: The current Version table conflicts with older V8.2 Draft instructions. Keep Draft outside this comparison until compatibility is resolved; check current terms and checkout before using an image.
