mindsdb · torrmal · Jun 30, 2026 · Jun 30, 2026 · Jul 1, 2026
diff --git a/CLAUDE.md b/CLAUDE.md
@@ -127,6 +127,22 @@ new SHA in the superproject as one reviewable commit.
 remind you a teammate's pin bump left a module behind — run `make baseline` after
 pulling the superproject to align.
 
+## Branch naming
+
+Linear is connected to GitHub (`mindsdb` org). Every branch must include a Linear issue ID so the PR is automatically linked to the ticket.
+
+**Format:** `<issue-id>-<short-description>` — copy it directly from the issue in Linear (branch icon on any issue card).
+
+```
+eng-123-fix-sso-no-credits
+eng-456-add-attachment-thumbnails
+```
+
+- The team prefix is **`ENG`** (lowercase in branch names: `eng-`)
+- Linear generates the full branch name for you — always use that, don't invent one
+- PRs opened from a correctly named branch auto-attach to the Linear issue; no manual linking needed
+- Hotfixes that don't have a ticket yet: create the ticket first, then branch from it
+
 ## Running locally (web browser mode)
 
 After initializing submodules, start the full stack with:

diff --git a/backend/core_agent b/backend/core_agent
diff --git a/backend/core_api b/backend/core_api
diff --git a/docs/use-cases.html b/docs/use-cases.html
@@ -241,18 +241,18 @@
 
 <div class="hero-wrap">
   <div class="eyebrow">Use Cases</div>
-  <h1>Two things.<br><em>Automate</em> and <em>Create.</em></h1>
+  <h1>Two things.<br><em>Create</em> and <em>Automate.</em></h1>
   <p class="lede">
     Minds Cowork is built around two core primitives. Everything below is an expression of one or both.
   </p>
   <div class="primitives">
     <div class="primitive">
-      <div class="p-label"><span>Automate</span></div>
-      <div class="p-desc">Recurring tasks that run without you — reports, monitoring, workflows, digests.</div>
+      <div class="p-label"><span>Create</span></div>
+      <div class="p-desc">Documents, apps, and workflow tools built around how you actually work — yours to publish, share, and keep.</div>
     </div>
     <div class="primitive">
-      <div class="p-label"><span>Create</span></div>
-      <div class="p-desc">Artifacts that used to take hours — apps, decks, docs, analyses, dashboards.</div>
+      <div class="p-label"><span>Automate</span></div>
+      <div class="p-desc">Recurring tasks that run without you — reports, monitoring, workflows, and scheduled operations.</div>
     </div>
   </div>
 </div>
@@ -269,6 +269,21 @@ <h2>Creators</h2>
       </div>
     </div>
     <div class="use-case-grid">
+      <div class="uc-card">
+        <span class="uc-tag">Create</span>
+        <div class="uc-title">Personal knowledge base</div>
+        <div class="uc-desc">Upload your notes, docs, and bookmarks. Ask questions in plain language and get answers that actually reference your material.</div>
+      </div>
+      <div class="uc-card">
+        <span class="uc-tag">Create</span>
+        <div class="uc-title">Your brand playbook, always current</div>
+        <div class="uc-desc">Connect your tone guidelines, past work, and campaign feedback. The agent synthesizes a living brand doc your whole team references — and updates it as you evolve.</div>
+      </div>
+      <div class="uc-card">
+        <span class="uc-tag">Create</span>
+        <div class="uc-title">A content ops app, built your way</div>
+        <div class="uc-desc">Pitches, drafts, deadlines, and briefs in one tool — laid out exactly the way your team works, not a generic template someone else designed for someone else.</div>
+      </div>
       <div class="uc-card">
         <span class="uc-tag">Automate</span>
         <div class="uc-title">Content pipeline on autopilot</div>
@@ -281,11 +296,6 @@ <h2>Creators</h2>
         <div class="uc-desc">Feed a transcript or essay and get a Twitter thread, LinkedIn post, and email summary — automatically.</div>
         <div class="uc-flow">video → clips → captions → posts</div>
       </div>
-      <div class="uc-card">
-        <span class="uc-tag">Create</span>
-        <div class="uc-title">Personal knowledge base</div>
-        <div class="uc-desc">Upload your notes, docs, and bookmarks. Ask questions in plain language and get answers that actually reference your material.</div>
-      </div>
     </div>
   </div>
 
@@ -299,6 +309,17 @@ <h2>Operators</h2>
       </div>
     </div>
     <div class="use-case-grid">
+      <div class="uc-card">
+        <span class="uc-tag">Create</span>
+        <div class="uc-title">An ops dashboard wired to your data</div>
+        <div class="uc-desc">A live view of your team's KPIs, queues, and blockers — connected to your actual data sources, laid out the way you think about the work. Publish it to a URL in minutes.</div>
+        <div class="uc-flow">data → dashboard → publish → always live</div>
+      </div>
+      <div class="uc-card">
+        <span class="uc-tag">Create</span>
+        <div class="uc-title">Codify your process as a tool</div>
+        <div class="uc-desc">That SOP buried in a Notion doc or a teammate's head — turn it into a working app anyone on the team can use. Step-by-step, context-aware, no engineering required.</div>
+      </div>
       <div class="uc-card">
         <span class="uc-tag">Automate</span>
         <div class="uc-title">Live data reports, written for you</div>
@@ -334,18 +355,23 @@ <h2>Strategists</h2>
         <div class="uc-title">Ask across all your data</div>
         <div class="uc-desc">Query across docs, tickets, spreadsheets, and databases in plain language. No SQL, no dashboards.</div>
       </div>
-      <div class="uc-card">
-        <span class="uc-tag">Automate</span>
-        <div class="uc-title">Competitive research digest</div>
-        <div class="uc-desc">Run a competitor sweep on a schedule. Every week you get a structured digest of what changed — pricing, features, messaging.</div>
-        <div class="uc-flow">sources → extract → compare → report</div>
-      </div>
       <div class="uc-card">
         <span class="uc-tag">Create</span>
         <div class="uc-title">Synthesize feedback at scale</div>
         <div class="uc-desc">Feed support tickets, reviews, and survey responses. Get back themes, sentiment, and concrete product signal.</div>
         <div class="uc-flow">feedback → themes → insights → action</div>
       </div>
+      <div class="uc-card">
+        <span class="uc-tag">Create</span>
+        <div class="uc-title">Turn analysis into a shareable app</div>
+        <div class="uc-desc">Package a market analysis or research project into a live document teammates can query in plain language — no re-presenting the same deck every quarter.</div>
+      </div>
+      <div class="uc-card">
+        <span class="uc-tag">Automate</span>
+        <div class="uc-title">Competitive research digest</div>
+        <div class="uc-desc">Run a competitor sweep on a schedule. Every week you get a structured digest of what changed — pricing, features, messaging.</div>
+        <div class="uc-flow">sources → extract → compare → report</div>
+      </div>
     </div>
   </div>
 
@@ -354,20 +380,31 @@ <h2>Strategists</h2>
     <div class="persona-header">
       <div class="persona-icon">◇</div>
       <div>
-        <h2>For everyone</h2>
-        <div class="persona-sub">Any knowledge worker with repetitive work</div>
+        <h2>For every team</h2>
+        <div class="persona-sub">Anything you build is uniquely yours</div>
       </div>
     </div>
     <div class="use-case-grid">
       <div class="uc-card">
-        <span class="uc-tag">Automate</span>
-        <div class="uc-title">Automate any multi-step task</div>
-        <div class="uc-desc">If it involves reading something and writing something else on a schedule, the agent can own it.</div>
+        <span class="uc-tag">Create</span>
+        <div class="uc-title">Documents from your actual data</div>
+        <div class="uc-desc">Proposals, playbooks, briefs, investor updates — written by the agent, sourced from your connected data, published in minutes. Not a template. Your content.</div>
       </div>
       <div class="uc-card">
         <span class="uc-tag">Create</span>
-        <div class="uc-title">Build internal AI tools</div>
-        <div class="uc-desc">Describe what your team needs. The agent builds it — a web app, a form, a dashboard — and deploys it, no engineering required.</div>
+        <div class="uc-title">Apps built for how you actually work</div>
+        <div class="uc-desc">A deal scorecard. A support triage tool. An onboarding portal. Describe it, and the agent builds and deploys it — no engineering required, live URL included.</div>
+        <div class="uc-flow">describe → build → publish → share</div>
+      </div>
+      <div class="uc-card">
+        <span class="uc-tag">Create</span>
+        <div class="uc-title">Encode your secret sauce</div>
+        <div class="uc-desc">Every team has logic no off-the-shelf tool captures: a scoring rubric, a workflow step nobody else does, a way of reading the data that took years to develop. That uniqueness becomes a live tool — yours, not a template everyone else runs too.</div>
+      </div>
+      <div class="uc-card">
+        <span class="uc-tag">Automate</span>
+        <div class="uc-title">Own any multi-step recurring task</div>
+        <div class="uc-desc">If it involves reading something and writing something else on a schedule — a report, a digest, a status update — the agent can own it end to end.</div>
       </div>
     </div>
   </div>

diff --git a/frontend b/frontend
+34 −33		.github/workflows/release.yml
+2 −2		.github/workflows/tests.yml
+71 −55		README.md
+25 −27		anton/README.md
+1 −1		anton/__init__.py
+36 −0		anton/analytics.py
+1 −0		anton/chat.py
+1 −0		anton/chat_session.py
+8 −18		anton/commands/skills.py
+39 −3		anton/config/settings.py
+4 −3		anton/core/artifacts/models.py
+53 −8		anton/core/artifacts/store.py
+11 −1		anton/core/backends/local.py
+10 −7		anton/core/backends/scratchpad_boot.py
+20 −4		anton/core/backends/utils.py
+105 −0		anton/core/datasources/datasources.md
+6 −0		anton/core/dispatch/local_runtime.py
+15 −0		anton/core/interaction/__init__.py
+53 −0		anton/core/interaction/cli.py
+76 −0		anton/core/interaction/selection.py
+16 −3		anton/core/llm/anthropic.py
+29 −6		anton/core/llm/client.py
+47 −8		anton/core/llm/openai.py
+27 −5		anton/core/llm/prompt_builder.py
+73 −12		anton/core/llm/prompts.py
+10 −2		anton/core/llm/provider.py
+8 −0		anton/core/llm/tracing.py
+17 −10		anton/core/memory/acc.py
+240 −162		anton/core/memory/skills.py
+1 −0		anton/core/runtime.py
+183 −38		anton/core/session.py
+2 −0		anton/core/settings.py
+2 −2		anton/core/tools/recall_skill.py
+210 −0		anton/core/tools/skill_format.py
+73 −0		anton/core/tools/tool_defs.py
+242 −41		anton/core/tools/tool_handlers.py
+93 −1		anton/core/tools/web_tools.py
+102 −2		anton/core/utils/scratchpad.py
+87 −16		anton/publisher.py
+96 −11		anton/utils/datasources.py
+1 −1		docs/docs/developer/architecture.md
+3 −4		docs/docs/developer/brain-mapping.md
+13 −15		docs/docs/developer/skills-internals.md
+2 −2		docs/docs/start/install.md
+2 −2		docs/docs/use/desktop.md
+3 −3		pyproject.toml
+9 −3		tests/e2e/scenarios/test_loop_safety.py
+6 −2		tests/test_acc.py
+105 −0		tests/test_analytics.py
+56 −0		tests/test_artifacts.py
+1 −1		tests/test_chat_context.py
+23 −0		tests/test_client.py
+84 −0		tests/test_datasource_context_identity.py
+32 −0		tests/test_dispatch_error_message.py
+10 −11		tests/test_prompt_builder_skills.py
+46 −1		tests/test_provider.py
+103 −0		tests/test_publish_access.py
+7 −10		tests/test_recall_skill.py
+45 −0		tests/test_resilience_nudge.py
+32 −7		tests/test_scratchpad.py
+132 −0		tests/test_scratchpad_observer_dispatch.py
+39 −0		tests/test_scrubbing.py
+4 −3		tests/test_session_skills_init.py
+53 −0		tests/test_settings.py
+12 −22		tests/test_skill_commands.py
+14 −20		tests/test_skills_e2e.py
+63 −76		tests/test_skills_store.py
+65 −0		tests/test_trace_headers.py
+1 −1		uv.lock