... Claude is still working, it's queued for when the turn ends. A long run starts going the wrong way. I press Stop on the card, press again to confirm, and the turn ends. The context ring says "compact soon". At a task break I open the breakdown (the same one /context draws) and use Compact

... server file lets you change who can read and write it. Smaller things The icon view has a slider for the icon size, and you can set the spacing, the text size and where the name goes. A compact folder header puts the name, the filters and the sorting on one line, which leaves more room for your files. DockDuck now speaks 19 languages, with Indonesian, Polish, Norwegian and Finnish added. The shortcut that opens a new window from ...

... noticed GPT-6 Astra was good at identifying when it had finished a phase and no longer needed the raw tool output, so I built a Codex patch that lets it request compaction itself. The model writes a checkpoint with the relevant decisions, constraints and next steps. The patch runs native compaction

... open, you can change how your agent works, not just what it's told. For example: Intercept tool calls before they run: log them, edit them, or send them to a human for approval Plug in your own compaction strategy, summarizing or trimming the conversation inside the loop as it grows Change when the agent stops, retries, or hands off to another agent It's self-hostable with one command, and I'm planning a Product Hunt launch soon ...

... Antigravity against their installed CLI behavior. A late startup or idle event no longer overwrites a newer running state. OpenCode 2 and Grok Build also received updated integration paths for execution, input requests, failures, and completion. v0.10.9 puts compact status icons in workspace order: gray for idle, animated green for running or thinking, red for errors or approval requests, and a green check for completion. Hovering shows the terminal's current name, including renames. Completion is a reminder to review ...

... share sheet on iOS or Android. Exporting an EPUB card or your full library now includes the original book file alongside your Markdown notes. Improvements and Bugs Improvements File uploads now let you review selected files in a compact list, remove individual files, or add more before starting. The choice between combining images into one card and creating separate cards is clearer. Recall now attempts to restore missing or broken card thumbnails when a working source image is available. Recovery ...

... office wear and as wedding-guest wear. We can give the insights of the elements that work to the merchandising team to better stock up the store - Eg: repeated asks for "planters for small balconies" lead to a compact range being added. We can give the reason to buy to a CRM for better retargeting - Eg: protein cart abandoners get a muscle-gain email or a weight-loss email, based on why they came. PDP copy gets rewritten around real ...

... Previous and Next controls, Play, Pause, Stop, seeking, volume control and automatic playback of the next track. The player can work with the current playlist context and includes direct navigation through the Music.app playlist hierarchy. There is also a compact Mini Player and a Classic interface inspired by traditional hi fi hardware. Playlist Compare has been improved significantly. Changes made manually in Music.app are now synchronized more reliably. The app can detect when a track is replaced in a playlist ...

... There's a moment in every long agent session that almost nobody notices: compaction. When the conversation approaches the context limit, the harness has a model summarize everything so far and swaps the summary in for the real thing. Your scrollback still shows the full conversation. The model's world is now the summary. This explains one of the most confusing agent behaviors: hours into a session, it stops honoring a decision you both settled early. You scroll ... ... attached deserves its own file on disk, where the summary can't reach it (the agent just has to re-read it). The conversation itself should hold nothing you can't afford to lose. And one habit: when the compaction

... original hosts. It s a real backend, not a CLI: FastAPI + an arq worker + a LangGraph pipeline w/ a React PWA. One command (./launch) brings the stack up. Jobs pause at each ML stage so u can pick local vs hosted, model size, length & voices. I keep making it better, adding lots of features to it (searching podcast contents is the most interesting one I can't wait for). I made it opensource(MIT), rn. U can find ... ... machine (self-hosted), so u can use ur own GPU or BYOK to offload the heavy jobs. GitHub:  https://github.com/behradkhodaya... The engine is solid & this is still WIP (it works fine tho & I've started compacting

... back. Smaller things you will notice Update notices in the app. When a new version is ready, a small card appears in the window. See what's new and install when you want, or dismiss it for that version. Alternate Dock icons. Pro users can pick between the classic tile and two new duck icons in Settings, under Appearance. The Dock, the menu bar and the About screen all follow. Pinned tabs as chips. A pinned tab shrinks ... ... compact

... symbols out in a grid on a plate beside the card, unfolding its folder first. Drafts on the board. Click-out asks Save / Save as draft / Discard; drafts stay yours and are never handed to agents. "+ Task" starts blank. Compact density (View Density) and a Changed-files section with one-click diffs. Agent channel Agents get names you can say aloud (Claude 1, Codex 1) and a shared room: they post which files they are taking, mark them ... ... every design decision for your review so you can agree on a second time (or stop your agent beforehand if you prefer a more hands-on approach). This already goes in the direction of flagging the decision point between alternative

... advertised limits. Coding sessions are context-rot factories every git diff, test run, and stack trace turns into dead sediment competing for attention. A paper from June measured agents with safety policies: fresh in context = 0% violations. After auto-compaction summarized it away = 38% violations. Not disobedience, just amnesia. What actually works: Put anything that must stay true in a file the agent reloads every session ( AGENTS.md , CLAUDE.md , whatever your tool reads). Stuff you say in chat at turn ... ... unlucky summarization away from gone. Files survive. Chat doesn't. Several small sessions beat one epic. A fresh session with a written handoff beats a long one with a silent auto-compact

... other displays Every screen can have its own island, or one that follows your pointer. External displays without a notch draw a virtual one sized to their menu bar. Notifications got quieter Toasts never expand the island anymore. The compact pill stretches a little, shows what happened, and settles back on its own. Also in this release: The calendar card pages through today's agenda, settings were rebuilt as searchable sidebar panes with Liquid Glass on macOS 26, and full ...

... Analyzed a day of token logs across an autonomous coding agent setup running on internal codebases. The raw count: 769M input tokens vs 7.4M output tokens (~104:1) . Because long agent runs re-read session history (files, AST diffs, test outputs) every turn, input costs accounted for ~95% of total spend. Optimizing output length turns out to be looking at the wrong variable. Three things actually saved us money: Routing: Shifted non-interactive workloads (evals, background analysis) to batch/flex ... ... with zero code logic changes. Cache Discipline: Kept system prompts strictly byte-stable (no top-level timestamps). Achieved a 94.9% prompt cache share, driving input costs from $10/M down to ~$1.46/M blended. Context Compression: Built a pipeline sending compact

... users can review and correct the result before saving it. They can change the food name, portion, preparation method, quantity, or ingredients. When confidence is low, FitBin can request another picture, ask a short clarification question, or provide likely alternatives. In addition to taking pictures, users can search for predefined foods by name. Search results can include common foods, branded products, restaurant items, recent meals, favorite foods, and previously saved combinations. This allows FitBin to remain useful in situations where ... ... information For example, FitBin may explain that a meal provides enough protein for the user s muscle-building goal but contains more sodium than their remaining daily target. It may recommend a smaller portion or suggest a lower-sodium alternative

... active delivery trucks and log records */ public function index() { // Use eager loading to prevent N+1 query performance lag $activeLogs = TruckLog::with('driver') ->whereDate('created_at', today()) ->orderBy('created_at', 'desc') ->paginate(15); return view('dashboard.fleet', compact('activeLogs')); } } In the Blade view, I mapped these variables directly to the pre-styled table components inside the Arcone template. The transition of static dummy data to actual database records worked nicely, and the table rendered cleanly with Bootstrap ...

... updates commit when you release, so boards stay responsive with lots of notes. New stickies are a bit larger by default. Overlapping notes come to the front when you select or drag them. Cleaner sidebar Tag filter is a compact `#` button (no full-width dropdown). New note / board / mind map actions are icon-only `+` buttons with hover tooltips. Fixes - Spaces work properly in note titles again - Checklist Enter and checkbox toggle behave correctly Everything stays local-first in your browser ...

... caching that recognizes when "last 7 days" is really asking for the same data) Way easier member invites: one dialog, roles and groups in the same step, and bad email addresses no longer block the batch Long chats auto-compact instead of hitting a dead end Suggestions launch: https://www.producthunt.com/prod... Full changelog: https://www.basedash.com/changel... ...

... improvements had not been merged Instead of building something completely new, I decided to maintain an enhanced fork. Some of the changes include: bounded, configurable storage that doesn't grow without limits openwolf doctor for automatic maintenance and compaction BM25-powered memory recall with citations an MCP server so the project memory is also available from Claude Desktop and other MCP clients support for additional coding agents such as Codex CLI, Gemini CLI and OpenCode numerous bug fixes, security improvements ...

... Effective input cost/day $2.90 $0.62 Output cost/day (unchanged) $7.50 $7.50 Daily total $10.40 $8.12 Wait, that is only $68/month savings on raw math. Where does the $200 come from? The bigger savings: I stay in sessions longer without hitting compaction. Before compression, long sessions hit compaction

... longer stuck with the default and can match a chart to your brand, your dashboard, or whatever convention your team already uses. Numeric charts also get a new Show full numbers toggle. By default Basedash keeps big values compact (like 1.2M), but when you need the exact figure you can flip a chart to show the full number in the primary value and data labels while keeping the axis labels compact

... chromewebstore.google.com/detail/page-jumper/jhmamddnkdlnafeddaioinhodlmcigjn A compact page navigator with progress, headings, saved positions, and quick jumps. Navigate long webpages without losing your place. Page Jumper adds a compact

... tomorrow's weather is ready before the day is over Precipitation alerts: practical reminders when rain may affect your plans Sunscreen alerts: high-UV reminders when sun protection may be useful A new system-small daily widget for a compact look at upcoming daily conditions Each notification type can be turned on or off individually, so you can keep only the ones that fit your routine. The new daily widget joins the existing Weather mini widget family, including current weather ...

... China mirror source choices for Startkit installs, plus an optional shell PATH setup switch. - Reworked onboarding into a simpler step-by-step flow for coding agents, messaging apps, remote access, install, and final configuration. - Refreshed Runtime Status with compact summary cards, branded service icons, status tooltips, and focused detail dialogs. - Added /switch agent profile as a shortcut for /switch host agent profile from IM channels such as Feishu. - Hardened local auth and session handling with stricter local boundaries, rate-limited ...