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    <title>Toolglass</title>
    <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/</link>
    <description>Software worth finding. Independent reviews with visible evidence.</description>
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    <item>
      <title>When AI Work Needs a Place to Live</title>
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      <pubDate>Sun, 04 Oct 2026 12:00:00 GMT</pubDate>
      <description>An agent can make a plan in seconds. The harder question is what happens to that promise when a worker stalls, a lease expires, or the outside world gives an uncertain answer. Resolve01 is building the durable coordination layer for that middle ground.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>ESSAY</category>
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    <item>
      <title>The Anvil: What If AI Didn&apos;t Have to Use Computers the Way We Do?</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/articles/the-anvil-ai-native-computer/</link>
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      <pubDate>Sun, 04 Oct 2026 12:00:00 GMT</pubDate>
      <description>Anvil is a one-kilobyte experimental machine with no shell, files or escape hatch. The aim is to discover whether an AI can work more reliably when the machine exposes exact capabilities, executes transactionally and returns measured evidence instead of human-oriented computer folklore.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>FEATURE</category>
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    <item>
      <title>Joe Armstrong: The Man Who Put Failure to Work</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/articles/joe-armstrong-the-man-who-put-failure-to-work/</link>
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      <pubDate>Sun, 04 Oct 2026 12:00:00 GMT</pubDate>
      <description>Joe Armstrong helped create Erlang, but his curiosity kept moving: from physics and satellite software to fault tolerance, live music, hypertext and forgotten ideas in computer science. This essay follows the questions he carried between them.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>ESSAY</category>
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    <item>
      <title>The Bat Needs a Collar</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/articles/the-bat-needs-a-collar/</link>
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      <pubDate>Sat, 03 Oct 2026 12:00:00 GMT</pubDate>
      <description>An encounter with an automated safety warning raises a bigger architectural question: as AI testing tools grow autonomous and adversarial, how should each run carry the scope of its authority—and prove the bounds were enforced?</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>ESSAY</category>
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    <item>
      <title>GitDesktop wants the repository to be the whole workbench.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/reviews/gitdesktop/</link>
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      <pubDate>Sat, 03 Oct 2026 12:00:00 GMT</pubDate>
      <description>A broad Git client brings forge activity and optional agent tools into one desktop. The claims are interesting; Toolglass has not tested them. Evidence: DISCOVERED.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Development workflow</category>
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    <item>
      <title>Please Stop Making AI Sound So Fucking Uncool</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/articles/please-stop-making-ai-sound-so-uncool/</link>
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      <pubDate>Wed, 23 Sep 2026 12:00:00 GMT</pubDate>
      <description>Artificial intelligence may be the strangest technology in public life. Its vocabulary increasingly sounds like it was approved by a committee at an airport hotel. Vibe coding, agentic AI, digital coworkers and the rest are not harmless cringe: bad language flattens useful distinctions and makes new ideas harder to think about.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>COLUMN</category>
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    <item>
      <title>A screen that behaves more like an instrument than a television</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/patternflow/</link>
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      <pubDate>Tue, 22 Sep 2026 18:11:00 GMT</pubDate>
      <description>Patternflow is an open-source 8,192-pixel LED synthesizer whose four knobs alter code-generated images in real time. The clever bit is not the LEDs; it is treating visual algorithms as playable, shareable patches. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>Browser agents may be paying a round-trip tax nobody bothered to count</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/public-browser/</link>
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      <pubDate>Tue, 22 Sep 2026 18:11:00 GMT</pubDate>
      <description>Public Browser drives a real Chrome profile directly over CDP, but its more interesting claim is architectural: fewer agent-tool round trips can matter more than shaving bytes from each browser snapshot. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
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    <item>
      <title>What if an AI answer had to fit through Rust&apos;s type system first?</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/s1-rs/</link>
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      <pubDate>Tue, 22 Sep 2026 18:11:00 GMT</pubDate>
      <description>s1-rs is a tiny, very new experiment in turning model decisions into typed Rust values with confidence gates. It is barely born, but the design points toward a useful boundary between probabilistic judgement and deterministic software. Radar status: SPOTTED.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>The Prize Is the Cheapest Part of a Hackathon</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/articles/the-prize-is-the-cheapest-part-of-a-hackathon/</link>
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      <pubDate>Mon, 21 Sep 2026 12:00:00 GMT</pubDate>
      <description>Hackathons do more than produce winners. They produce a field of experiments, ideas, pain points and prototypes. AI makes that field cheaper to analyse, while some competition rules explicitly permit internal research, AI training or commercial reuse. That does not prove theft. It does mean entrants should know exactly what they are giving away.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>FEATURE</category>
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    <item>
      <title>An LLM wrote an optimizing compiler. Then its author stopped the experiment.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/tuffy/</link>
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      <pubDate>Sat, 19 Sep 2026 18:37:00 GMT</pubDate>
      <description>Tuffy paired an AI-written compiler with declarative optimisations and Lean-checked proofs, reached the point of compiling Rust standard-library tests, then paused when model behaviour, design compromise and cost became part of the result. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>The AI command is becoming punctuation.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/hash-shell/</link>
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      <pubDate>Sat, 19 Sep 2026 18:36:00 GMT</pubDate>
      <description>Hash is a POSIX shell that puts agent invocation into the grammar itself: type ?? and hand work to Claude Code, Cursor CLI, Gemini CLI or Ollama over ACP, without changing terminal emulators. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>What if the programming language were designed for the machine writing it?</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/vera/</link>
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      <pubDate>Sat, 19 Sep 2026 18:35:00 GMT</pubDate>
      <description>Vera reverses a familiar assumption: instead of teaching coding agents to cope with languages made for humans, it is experimenting with a language whose contracts, effects and verification model are meant to make machine-written code easier to check. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>A disk-space map that checks the floorboards again before cutting them out.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/excise/</link>
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      <pubDate>Wed, 16 Sep 2026 18:13:00 GMT</pubDate>
      <description>Excise is a young Diskonaut successor built around honest storage accounting, bounded scans and unusually explicit safeguards around permanent deletion. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>htop, but for the network fabric between expensive GPUs.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/rdmatop/</link>
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      <pubDate>Wed, 16 Sep 2026 18:12:00 GMT</pubDate>
      <description>rdmatop is a small Rust TUI that turns Linux RDMA counters, queue pairs and process information into live throughput views and Perfetto traces. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>Obsidian escaped into the terminal, graph and all.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/emeraldian/</link>
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      <pubDate>Wed, 16 Sep 2026 18:11:00 GMT</pubDate>
      <description>A Rust TUI reads an ordinary Obsidian vault directly, renders live Markdown, backlinks, images and graphs, then lets an optional agent work through the same visible commands as the user. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>Coding agents have escaped the codebase. Copperhead is editing real circuit boards and asking KiCad to mark the homework.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/copperhead/</link>
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      <pubDate>Sun, 13 Sep 2026 18:18:00 GMT</pubDate>
      <description>Copperhead is an open-source hardware agent for existing KiCad repositories, making surgical schematic and PCB changes, carrying decisions through design documents and using KiCad&apos;s ERC/DRC as deterministic gates. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>Someone built an agent-aware terminal multiplexer with Godot. The odd choice is starting to look deliberate.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/gpty/</link>
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      <pubDate>Sun, 13 Sep 2026 18:18:00 GMT</pubDate>
      <description>gPTY combines a Rust PTY engine with a Godot interface, then exposes panes through JSON-RPC, a CLI and MCP so automation can read and drive terminals without scraping their rendered TUI. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>AI instruction files are executable trust. PromptSign wants them signed before your agent reads them.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/promptsign/</link>
      <guid isPermaLink="true">https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/promptsign/</guid>
      <pubDate>Sun, 13 Sep 2026 18:18:00 GMT</pubDate>
      <description>PromptSign applies Sigstore-style signing and offline verification to CLAUDE.md, AGENTS.md, skills, agent definitions and their script payloads, treating prompt supply chains rather more like software supply chains. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>The Thinking Surface</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/articles/the-thinking-surface/</link>
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      <pubDate>Sun, 13 Sep 2026 12:00:00 GMT</pubDate>
      <description>Generative AI proved that machines can produce. The more interesting problem now is how to build systems that remove dead cognitive labour without removing the human thinking, judgement and creative struggle that give work meaning.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>ESSAY</category>
    </item>
    <item>
      <title>Your codebase already has architecture rules. Archprint tries to catch them in the act.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/archprint/</link>
      <guid isPermaLink="true">https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/archprint/</guid>
      <pubDate>Thu, 10 Sep 2026 18:25:00 GMT</pubDate>
      <description>Archprint mines a TypeScript repository&apos;s import graph, keeps only patterns with statistical support, then emits enforceable rules for tools such as ESLint and dependency-cruiser. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>A bike computer that looks more like a field instrument than a subscription with handlebars.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/opentrailpaper/</link>
      <guid isPermaLink="true">https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/opentrailpaper/</guid>
      <pubDate>Thu, 10 Sep 2026 18:25:00 GMT</pubDate>
      <description>OpenTrailPaper turns an off-the-shelf ESP32-S3 e-paper board into a standalone cycling head unit with offline maps, GPX navigation, FIT recording and Bluetooth sensors. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>Natural-language shell commands, zero neural networks, and a refreshing refusal to summon a trillion parameters.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/termy/</link>
      <guid isPermaLink="true">https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/termy/</guid>
      <pubDate>Thu, 10 Sep 2026 18:25:00 GMT</pubDate>
      <description>TERMy maps ordinary-language terminal requests to commands using a compact dataset format and deterministic matching rather than embeddings, machine learning or an LLM. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>A terminal multiplexer built around AI agents instead of pretending they are ordinary shells.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/mmux/</link>
      <guid isPermaLink="true">https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/mmux/</guid>
      <pubDate>Wed, 09 Sep 2026 21:05:00 GMT</pubDate>
      <description>mmux wraps persistent tmux sessions in a project-aware TUI for agents, terminals, dev servers, worktrees and Git. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>A coding agent that treats local models as first-class citizens.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/rift/</link>
      <guid isPermaLink="true">https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/rift/</guid>
      <pubDate>Wed, 09 Sep 2026 21:05:00 GMT</pubDate>
      <description>Rift is a Rust terminal coding agent built around small binaries, local inference, explicit context control and failure recovery. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>An SSH client that has quietly grown into a local infrastructure cockpit.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/voltius/</link>
      <guid isPermaLink="true">https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/voltius/</guid>
      <pubDate>Wed, 09 Sep 2026 21:05:00 GMT</pubDate>
      <description>Voltius combines SSH, SFTP, serial, encrypted sync, containers, plugins and a local MCP server in a Rust/Tauri desktop app. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>A small window into what an agent actually did.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/tracelet/</link>
      <guid isPermaLink="true">https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/tracelet/</guid>
      <pubDate>Mon, 07 Sep 2026 09:00:00 GMT</pubDate>
      <description>Tracelet turns an OpenTelemetry stream into a local view of prompts, tools, pauses and errors. Radar status: DESK REVIEW.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>Your coding agents remember everything. Good luck finding any of it.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/reviews/spaghetti/</link>
      <guid isPermaLink="true">https://matthewjameswatkins1978-cyber.github.io/Toolglass/reviews/spaghetti/</guid>
      <pubDate>Sun, 06 Sep 2026 12:00:00 GMT</pubDate>
      <description>Spaghetti builds a local search index from coding-agent history. We fed it three bounded real Codex sessions and discovered both a much better way to browse the past and a good reason not to uninstall `rg` just yet. Evidence: TESTED.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>History &amp; retrieval</category>
    </item>
    <item>
      <title>What if “done” were something an AI agent had to prove?</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/reviews/atlas/</link>
      <guid isPermaLink="true">https://matthewjameswatkins1978-cyber.github.io/Toolglass/reviews/atlas/</guid>
      <pubDate>Sun, 06 Sep 2026 12:00:00 GMT</pubDate>
      <description>Atlas is trying to turn “please don&apos;t quietly move the goalposts” from an instruction into software. Its Goal Contracts and evidence gates are only partly wired today, but the idea is interesting enough to deserve attention before the product is finished. Evidence: INSPECTED + FOCUSED TESTS.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Agent reliability</category>
    </item>
    <item>
      <title>TermAI looked interesting. Windows disagreed.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/reviews/termai/</link>
      <guid isPermaLink="true">https://matthewjameswatkins1978-cyber.github.io/Toolglass/reviews/termai/</guid>
      <pubDate>Sun, 06 Sep 2026 12:00:00 GMT</pubDate>
      <description>TermAI promises a terminal-native assistant with local sessions, branching, Git helpers and several provider paths. We never reached any of that. On our Windows bench, the current source build stopped at the compiler. Evidence: INSPECTED / BUILD BLOCKED.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Terminal assistants</category>
    </item>
    <item>
      <title>A database that starts with the question: what was true then?</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/chrondb/</link>
      <guid isPermaLink="true">https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/chrondb/</guid>
      <pubDate>Sat, 05 Sep 2026 09:00:00 GMT</pubDate>
      <description>ChronDB puts Git-style history at the centre of a key/value store. Compatibility is the harder half of the idea. Radar status: SPOTTED.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
    </item>
    <item>
      <title>A desk that refuses to be a window.</title>
      <link>https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/pad-local/</link>
      <guid isPermaLink="true">https://matthewjameswatkins1978-cyber.github.io/Toolglass/radar/pad-local/</guid>
      <pubDate>Thu, 03 Sep 2026 09:00:00 GMT</pubDate>
      <description>Editors, terminals and browser panels share an infinite local canvas. The map may be the point, or the problem. Radar status: SPOTTED.</description>
      <dc:creator>Matthew Watkins</dc:creator>
      <category>Radar</category>
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