{"slug": "tokeneconomizer-cut-coding-agent-token-costs-18-31", "title": "TokenEconomizer: Cut coding-agent token costs 18-31%", "summary": "A UC Berkeley and Microsoft Research team released TokenEconomizer, a plugin for Claude Code, Codex, the GitHub Copilot CLI and Pi that cut mean coding-agent cost by 18.4–30.9% across five agent–model combinations on 277 SWE-Bench tasks from six repositories, with lower cost in all 30 repository × combination cells and Pass@1 improving in 4 of 5. The plugin learns repository-specific facts (\"micro-skills\"), prunes unused tool definitions, and intervenes when a turn loops, with savings of 5–40% within each repository and combination, 16–21% on Web-Bench and 6–20% on two security-auditing benchmarks. TokenEconomizer's model calls run through the user's own agent plan and their cost is included in its reports, and learned data stays on the user's machine in ~/.tokeneconomizer.", "body_md": "Aaron J. Li<sup>1</sup>,\n  Weijia Xu<sup>2</sup>,\n  Chandan Singh<sup>2</sup>,\n  Zixiao Chen<sup>3</sup>,\n  Jeevana Priya Inala<sup>2</sup>,\n  Charlotte Siska<sup>3</sup>,\n  \n\n  Acar Tamersoy<sup>3</sup>,\n  Bin Yu<sup>1</sup>,\n  Ion Stoica<sup>1</sup>,\n  Michel Galley<sup>2</sup>,\n  Jianfeng Gao<sup>2</sup>\n\n<sup>1</sup>UC Berkeley   <sup>2</sup>Microsoft Research   <sup>3</sup>Microsoft Security\n\n  Our measurement on SWE-Bench tasks: **18.4–30.9% lower mean cost** across five agent–model\n  combinations, cheaper in **all 30** repository × combination cells, and Pass@1 up in\n  **4 of 5**. [Results](#results)\n\nTokenEconomizer makes coding agents cheaper to run in the repositories you work in often, without changing the agent itself. It learns from the sessions an agent has already run in a repository, and uses that experience to cut waste in the sessions that follow. It has three mechanisms:\n\n- **Micro-skills: remember how the repository works.** Sessions keep rediscovering the same\nfacts: a build step that must run first, the spelling of a command that works here\n(`python -m pytest` where`pytest` is missing,`npx tsc` where`tsc` is), an environment\nvariable a command needs, where generated files live. Micro-skills learns such facts, in any\nlanguage, from two sources: failures that repeat across sessions, and a model that reviews the\nrecent sessions every*k* sessions (*k* = 3) and proposes facts. A fact is stated at the start\nof each session once three sessions have confirmed it, and dropped when later sessions\ncontradict it.\n- **Tool pruning: stop loading tools that go unused.** Every loaded tool's definition is sent with\nevery request. A tool that goes unused over*p* prompts spread across at least*m* sessions, or\nover*s* sessions of any length (*p* = 10,*m* = 2,*s* = 5), is left out of the next sessions\nthrough the agent's own settings. One command brings it back.\n- **Failure-loop intervention (the loop guard): step in when a turn is stuck.** When a turn (the\nagent's work on one prompt) keeps hitting the same failures, a judge model checks whether it is\nstuck. If the judge is at least*c* sure (*c* = 0.7), the agent gets a redirect (a short note,\nadded to its context, to try another approach), at most*r* times per turn (*r* = 1). If the\nturn is still stuck after that, TokenEconomizer tells you how to stop it; it never stops a turn\nitself.\n\nTokenEconomizer is a plugin for **Claude Code**, **Codex**, the **GitHub Copilot CLI** and **Pi**,\nwith experimental support for **opencode**, **Cursor Agent** and **Hermes Agent**. Each italic\nletter above is a setting, shown with its default ([Settings](#settings)), and each mechanism can be turned on or\noff. The plugin announces each action in one line, and if any part of it fails, your session\ncarries on as if it were not installed. Its model calls (the fact proposer, and the judge with the\nredirect it writes) run through your own agent, on the same plan or login, and their cost is\nincluded in its reports. What it learns stays on your machine, in `~/.tokeneconomizer`.\n\nThe paper ran five agent–model combinations on the same 277 SWE-Bench tasks from six repositories.\nEach task ran as its own session, and each repository's tasks ran in order, starting with nothing\nlearned. Costs include every model call TokenEconomizer made. Within each repository and\ncombination, cost fell by 5–40%. The savings held on Web-Bench (16–21% lower) and on two\nsecurity-auditing benchmarks where every task is in a new repository (6–20% lower). The\n[project page](https://tokeneconomizer.github.io) has interactive charts, per-repository numbers\nand nine annotated runs, and [`experiments/`](https://github.com/microsoft/TokenEconomizer/blob/main/experiments/README.md) reruns the SWE-Bench and\nWeb-Bench experiments.\n\nCoding agents are built to finish tasks, not to keep them cheap. Every turn pays again for the agent's instructions, every loaded tool, and the conversation so far. Developers use the same agent on the same repository again and again, so much of that cost repeats: the same facts rediscovered, the same unused tools sent, the same kinds of failing loops. TokenEconomizer leaves the agent's model, weights and code alone and learns across a repository's sessions instead of treating each one on its own, so whatever the plugin spends is paid back over the sessions that follow. Four principles guide the mechanisms:\n\n- **Work through what the agent already reads.** Facts enter the context at session start, and\ntools are removed through the agent's own settings, so nothing depends on the agent learning a\nnew tool.\n- **Count cost as it is billed.** Most tokens in a session are cached re-reads, so cost is\ncomputed with cache pricing, and it includes the plugin's own model calls.\n- **Protect task success.** Facts form only from repeated evidence, tools are removed only after\ngoing unused, and the loop guard leaves alone a turn that is still making progress.\n- **Keep every action reversible.** A fact that later sessions contradict is dropped, removed\ntools can be given back, and the loop guard only redirects and tells you: stopping a turn is\nyour call.\n\nYou need one of these agents, signed in any way it supports, and Python 3.10 or newer on\n`PATH`. The plugin needs no API key of its own and never handles credentials, so any plan or\nlogin works.\n\nRun these commands in the folder where you want to keep the clone. Claude Code, Codex, the Copilot CLI and opencode run the plugin from the clone, so leave it in place. Then start the agent in one of your repositories.\n\n**Claude Code**\n\n```\ngit clone https://github.com/microsoft/TokenEconomizer.git\nclaude plugin marketplace add \"$PWD/TokenEconomizer\"\nclaude plugin install tokeneconomizer@tokeneconomizer\n```\n\nStart `claude`, trust the folder (**Yes, I trust this folder**), and run\n`/tokeneconomizer:status`, allowing its script if asked. Once per machine, and again after Claude\nCode updates, run `/tokeneconomizer:toolprune refresh-catalog`.\n\n**Codex**\n\n```\ngit clone https://github.com/microsoft/TokenEconomizer.git\ncodex plugin marketplace add \"$PWD/TokenEconomizer\"\ncodex plugin add tokeneconomizer@tokeneconomizer\n```\n\nStart `codex`, choose **Trust and continue** for the folder, then at **Hooks need review**\nchoose **Trust all and continue**. The hooks take effect from your next Codex session, so quit\n(`/exit`), start `codex` again, and check with `$tokeneconomizer:status`.\n\n**Copilot CLI**\n\n```\ngit clone https://github.com/microsoft/TokenEconomizer.git\ncopilot plugin marketplace add \"$PWD/TokenEconomizer\"\ncopilot plugin install tokeneconomizer@tokeneconomizer\n```\n\nStart `copilot`, choose **Yes, and remember this folder for future sessions**, and run\n`/tokeneconomizer:status`, choosing **Yes** to run its script. Once per machine, and again after\nCopilot updates, run `/tokeneconomizer:toolprune refresh-catalog`.\n\n**Pi**\n\n```\npi install git:github.com/microsoft/TokenEconomizer\n```\n\nStart `pi` and run `/te status`.\n\n**Cursor Agent** (experimental)\n\n```\npython scripts/build_plugin.py --out ~/.cursor/plugins/local/\n```\n\nReload Cursor, confirm `tokeneconomizer` appears in Customize, then send a prompt in a repository.\nCheck its state from a terminal with `~/.tokeneconomizer/bin/te --host cursor status`. Cursor's\npublished hooks provide session, prompt, tool-result and completion events. Its transcript format\nand per-session token usage are not a supported public interface, so the adapter records needed\nhook events locally and reports session cost as unavailable. Cursor support is macOS and Linux\nonly: on Windows, Cursor runs hook commands through PowerShell, and this plugin's launcher is a\nPOSIX shell script.\n\n**opencode** (experimental)\n\n```\ngit clone https://github.com/microsoft/TokenEconomizer.git\nmkdir -p ~/.config/opencode/plugins\nln -s \"$PWD/TokenEconomizer/plugin/opencode/tokeneconomizer.ts\" ~/.config/opencode/plugins/\n```\n\nStart `opencode` and send a prompt, then check in the repository with\n`~/.tokeneconomizer/bin/te --host opencode status`. opencode has no plugin commands, so the\nplugin's commands run from a terminal.\n\n**Hermes Agent** (experimental; micro-skills and the loop guard, on the classic CLI and one-shot\nruns)\n\n```\ngit clone https://github.com/microsoft/TokenEconomizer.git\nln -s \"$PWD/TokenEconomizer/plugin/hermes\" ~/.hermes/plugins/tokeneconomizer\nhermes plugins enable tokeneconomizer\nhermes gateway restart\n```\n\nLink it rather than running `hermes plugins install`, which leaves the launchers behind when given\nthis directory and refuses the whole repository at its security scan. Send a prompt, then check in the repository with `~/.tokeneconomizer/bin/te --host hermes status`.\n\nIf the install worked, the status command prints a short status block. `refresh-catalog`\nrecords every tool a session loads (without a model call), so that tool pruning can consider all\nof them. Keep the marketplace path absolute, as above: the Copilot CLI reads a relative path such\nas `./TokenEconomizer` as the name of a GitHub repository.\n\nTo update:\n\n| Agent | Update | \n|---|---|\n| Claude Code, Copilot CLI, opencode | `git pull` in the clone | \n| Hermes Agent | `git pull` in the clone, then`hermes gateway restart` | \n| Codex | `git pull` in the clone, then the`codex plugin add` line again | \n| Pi | `pi update --extensions` | \n\n**[`plugin/README.md`](https://github.com/microsoft/TokenEconomizer/blob/main/plugin/README.md)** walks through each agent in more detail, including\nuninstalling, using Copilot with your own model key, and troubleshooting.\n\n| Agent | Supported | Older versions | \n|---|---|---|\n| Claude Code | 2.1.300 to 2.1.310 | not supported | \n| Codex | 0.153.1 to 0.164.0 | not supported | \n| Copilot CLI | 1.0.83 to 1.0.102 | not supported | \n| Pi | 1.2.0 to 1.3.0 | 0.99.x: load the extension by path (below) | \n| Cursor Agent (experimental) | 3.24.9, macOS and Linux (below) | not tested | \n| opencode (experimental) | 1.19.5 and 2.2.0 | not tested | \n| Hermes Agent (experimental) | 0.22.5 | not tested | \n\nThe commands above were tested on the oldest and newest version in each range; newer versions have not been tested yet.\n\n- **Codex before 0.141.0** does not run plugin hooks at all.\n- **Pi 0.99.x** : instead of`pi install` , clone the repository and start each session with`pi --extension /path/to/TokenEconomizer/plugin/pi/tokeneconomizer.ts` , using your clone's\nfull path;`git pull` in the clone updates it.\n- **opencode** support is experimental: it was tested on 1.19.5 and 2.2.0 only, and not in the\n2.x terminal UI.\n- **Cursor Agent** support is experimental. Cursor 3.24.9 loaded the local plugin, but hook delivery\nfrom a live Agent session has not yet been verified.\n- **Hermes Agent** support is experimental: it was tested on 0.22.5 only, with a scripted local\nmodel and one free real model, on the classic CLI and one-shot runs only. Micro-skills and a\nredirect reaching a real model are verified there; the still-stuck notice reaching a person is\nnot. Its other surfaces (the Ink TUI, the Desktop app, messaging platforms, cron) and\nsubagents are ignored, and tool pruning is not available. See[its limits](https://github.com/microsoft/TokenEconomizer/blob/main/plugin/README.md#hermes-agent) .\n\nWork as usual; the plugin needs nothing from you. To see or change what it does, use its commands. They have the same names on every agent; only the way you type them differs:\n\n| Agent | Type a command as | \n|---|---|\n| Claude Code, Copilot CLI | `/tokeneconomizer:<command>` | \n| Codex | `$tokeneconomizer:<command>` | \n| Pi | `/te <command>` | \n| opencode | from a terminal: `~/.tokeneconomizer/bin/te --host opencode <command>` | \n| Cursor Agent | from a terminal: `~/.tokeneconomizer/bin/te --host cursor <command>` | \n| Hermes Agent | from a terminal: `~/.tokeneconomizer/bin/te --host hermes <command>` | \n| a terminal, in the repository | `~/.tokeneconomizer/bin/te <command>` | \n\n| Command | What it does | \n|---|---|\n| `status` | what it learned and did here, and what your sessions cost | \n| `microskills` | the facts it injects, and those still forming | \n| `toolprune` | the tools it left out, and the evidence (not on Pi, opencode or Hermes Agent) | \n| `toolprune restore` | give them back; they will not be removed again | \n| `config` | every setting in effect | \n| `config set microskills=on` | turn a mechanism on (or `=off` ) in this repository; add`--global` for every repository | \n\nInside an agent, a command costs one model turn; from a terminal it is free. The other commands\n(`repos`, `doctor`, `config unset`, ...) and each agent's permission prompts are listed under\n[Commands](https://github.com/microsoft/TokenEconomizer/blob/main/plugin/README.md#commands).\n\nTool pruning and the loop guard are on by default; with these defaults, the plugin calls a model\nonly when a turn shows signs of looping: the judge, and the redirect it writes if it finds the\nturn stuck. Micro-skills is off by default, because its proposer adds model calls and how much it\nsaves depends on the repository and the work you do there. Each mechanism has its own switch\n(`microskills`, `toolprune`, `loopguard`) that takes `on` or `off`, and the italic letters above\nare these settings:\n\n|  | Setting | Default | What it sets | \n|---|---|---|---|\n| *k* | `microskills_propose_every` | 3 | sessions between runs of micro-skills' fact proposer | \n| *p* | `toolprune_evidence` | 10 | prompts a tool must go unused before it is left out | \n| *m* | `toolprune_min_sessions` | 2 | sessions those prompts must span | \n| *s* | `toolprune_sessions` | 5 | or this many sessions, of any length | \n| *q* | `toolprune_quiet_minutes` | 60 | minutes your sessions here must be idle before a deny list is written | \n| *e* | `loopguard.envelope_min_samples` | 5 | turns here that ended well (no failing check after the last edit) before the loop guard acts | \n| *c* | `loopguard.judge_confidence` | 0.7 | how sure the judge must be that a turn is stuck | \n| *r* | `loopguard_nudges` | 1 | redirects per turn before the guard only tells you | \n| *b* | `loopguard.backstop_mult` | 2.5 | how many times its usual length a churning turn may run before it is redirected without the judge | \n\nChange them with `config set`, shown here in Claude Code's form (other agents type it as in\n[Everyday commands](#everyday-commands)):\n\n```\n/tokeneconomizer:config set microskills=on                 # turn micro-skills on\n/tokeneconomizer:config set microskills_propose_every=5    # k = 5: propose facts less often\n/tokeneconomizer:config set toolprune_evidence=20          # p = 20: wait for twenty unused prompts\n/tokeneconomizer:config set loopguard_nudges=2             # r = 2: redirect twice before telling you\n```\n\nTool pruning counts prompts so that long sessions weigh more, and requires *m* sessions so that a\nsingle session never decides alone. It writes the deny list only once your sessions in the\nrepository have been idle for *q* minutes (or, at the latest, a day after the list formed): a\nconversation resumed after its tools change must write its whole history to the prompt cache again\ninstead of reading it, and after an idle hour that cache has expired anyway.\n\nOn Claude Code, the plugin can also learn from a repository's earlier sessions, read from Claude\nCode's own logs oldest first and without any model call. This is off by default, and a\nrepository's history is read only before the plugin has learned from any session there, so turn\nit on right after installing: with `config set history_import=on --global`, the first session in\neach repository reads that repository's earlier sessions in the background (see [Earlier\nsessions](https://github.com/microsoft/TokenEconomizer/blob/main/plugin/README.md#earlier-sessions)). A deny list that rests on those earlier sessions\nwaits for `toolprune apply`, even under `auto`.\n\nBesides `on` and `off`, two modes are useful: `toolprune=propose` only proposes the deny list, and\nnothing changes until you run `toolprune apply`; `microskills=envfacts` learns facts only from\nrepeated failures, with no model calls.\n\nTo change a single session, set an environment variable when you start the agent:\n`TE_DISABLE=1 claude` turns the whole plugin off, and `TE_LOOPGUARD=off codex` turns off one\nmechanism (likewise `TE_MICROSKILLS` and `TE_TOOLPRUNE`). Every setting and its default are\nlisted under [Settings](https://github.com/microsoft/TokenEconomizer/blob/main/plugin/README.md#settings); each one's environment variable is `TE_` plus\nits name in capitals.\n\nMicro-skills and the loop guard work the same way on every agent. Each agent learns on its own: facts, tool evidence and the loop guard's sense of a usual turn are kept per agent and repository, while settings are shared. Tool pruning acts through each agent's own settings, so what it can leave out differs:\n\n| Agent | Tool pruning leaves out | Written to | \n|---|---|---|\n| Claude Code | single tools | `.claude/settings.local.json` | \n| Codex | capability packages | `.codex/config.toml` | \n| Copilot CLI | whole MCP servers | `.github/copilot/settings.local.json` | \n| Pi | nothing (Pi loads only four tools) | — | \n| Cursor Agent | nothing yet | — | \n| opencode | nothing yet | — | \n| Hermes Agent | nothing yet | — | \n\nTool pruning adds only its own entries and never touches deny rules you wrote; a settings file it\ncreates is kept out of git (`.git/info/exclude`). On Claude Code, the session-start line that says\nwhat it left out shows only in the detailed transcript (**Ctrl+O**), so check with\n`/tokeneconomizer:toolprune`. `toolprune restore` removes the plugin's entries and nothing else,\nand tools you give back are not removed again. If the plugin cannot edit a file safely (a\n`.codex/config.toml` your repository commits, a settings file that is not valid JSON, a symlink\nthat leads out of the repository), the list stays a proposal and the session start says why;\n`toolprune apply` tries again. **[`docs/PLUGIN.md`](https://github.com/microsoft/TokenEconomizer/blob/main/docs/PLUGIN.md)** records how each agent's\nhooks and settings were verified to behave, and **[`docs/ARCHITECTURE.md`](https://github.com/microsoft/TokenEconomizer/blob/main/docs/ARCHITECTURE.md)**\nhow the package fits together.\n\nThe loop guard first learns how long a turn in this repository usually runs: it waits until *e*\nturns here have ended well, on their own and with no failing check after the last edit. After\nthat, a turn that shows signs of looping (the same failures repeating, or errors piling up) goes\nto the judge. One case is redirected without the judge: a turn that runs past *b* times the usual\nlength while churning the same edits through the same failures. If a turn is still stuck after its\nredirects, you see one line that ends with how to stop it:\n\nTokenEconomizer: this turn still looks stuck after a redirect (judge-stuck@0.82, 46 tool calls). Press Esc to interrupt it.\n\nWhere that line appears, and how to stop the turn, in the terminal UI and in a headless run\n(`claude -p`, `codex exec`, `copilot -p`, `pi -p`, `opencode run`, `hermes -z`):\n\n| Agent | Interactive: where it shows | How to stop | Headless: where it shows | How to stop | \n|---|---|---|---|---|\n| Claude Code | in Claude's reply | Esc | in the final reply | Ctrl+C | \n| Codex | in the conversation | Esc, then `/stop` | not shown | Ctrl+C | \n| Copilot CLI | in the conversation | Esc twice | on stdout | Ctrl+C | \n| Pi | as a notification | Esc | on stderr | Ctrl+C | \n| opencode | as a notification | Esc | on stderr | Ctrl+C | \n| Hermes Agent | in the model's reply | Ctrl+C | in the final reply | Ctrl+C | \n\n- **Claude Code** shows a plugin's own lines only in its detailed transcript (Ctrl+O), so the\nplugin asks Claude to repeat this one in its reply; the model may word it differently or leave\nit out.\n- **Codex** : Esc interrupts the turn, but a command it started keeps running until`/stop` .`codex exec` prints no hook messages.\n- **Pi** : Ctrl+C ends a headless run, but a command it started runs on until it finishes.\n- **opencode** 2.x prints the line to the opencode server's error output, not in its terminal UI.\n- **Hermes Agent** : the plugin asks the model to repeat the line, since no hook was found to reach\nthe person's view; a model may word it differently or leave it out.\n\nIn a headless run nobody may be watching, so a flagged turn runs until it ends or reaches the\nagent's own limits; afterwards, `te status` counts the redirects and \"still stuck\" notices.\n\n| [`tokeneconomizer/microskills`](https://github.com/microsoft/TokenEconomizer/blob/main/tokeneconomizer/microskills) | Micro-skill synthesis and injection: facts learned from finished sessions | \n| [`tokeneconomizer/toolprune`](https://github.com/microsoft/TokenEconomizer/blob/main/tokeneconomizer/toolprune) | Tool pruning: unused tools and Codex capability packages | \n| [`tokeneconomizer/loopguard`](https://github.com/microsoft/TokenEconomizer/blob/main/tokeneconomizer/loopguard) | Failure-loop intervention: the per-call guard and its per-repository envelope | \n| [`tokeneconomizer/trace`](https://github.com/microsoft/TokenEconomizer/blob/main/tokeneconomizer/trace) | Each agent's session log, read into one shape | \n| [`tokeneconomizer/plugin`](https://github.com/microsoft/TokenEconomizer/blob/main/tokeneconomizer/plugin) | The runtime the hooks and the `te` command run | \n| [`plugin`](https://github.com/microsoft/TokenEconomizer/blob/main/plugin) | The installable plugin: manifests, hook files, launchers, slash commands, the Pi extension, the opencode and Hermes plugins | \n| [`experiments`](https://github.com/microsoft/TokenEconomizer/blob/main/experiments) | The harness, launchers and task sets behind the paper's results | \n| [`docs`](https://github.com/microsoft/TokenEconomizer/blob/main/docs) | `PLUGIN.md` (design, verified agent behavior) and`ARCHITECTURE.md` (how the package fits together) | \n| [`tests`](https://github.com/microsoft/TokenEconomizer/blob/main/tests) | Offline tests for the package and the plugin | \n\nThe package is standard-library only. Run the tests with `python -m pytest tests` (add\n`experiments/tests` for the benchmark side), and build a self-contained plugin bundle with\n`python3 scripts/build_plugin.py --out dist/marketplace`.\n\nThe code behind the paper's results -- a harness that runs Claude Code, Codex and the Copilot CLI\non SWE-Bench and Web-Bench, the launchers, and the evaluated task sets -- is in\n**[`experiments/`](https://github.com/microsoft/TokenEconomizer/blob/main/experiments/README.md)**, whose README gives the setup and one command per\nresult. It is not part of the installed plugin; the two share only `tokeneconomizer/`.\n\n```\n@misc{li2026tokeneconomizer,\n  title         = {{TokenEconomizer}: Experience-Driven Black-Box Cost Control for Coding Agents},\n  author        = {Li, Aaron J. and Xu, Weijia and Singh, Chandan and Chen, Zixiao and\n                   Inala, Jeevana Priya and Siska, Charlotte and Tamersoy, Acar and Yu, Bin and\n                   Stoica, Ion and Galley, Michel and Gao, Jianfeng},\n  year          = {2026},\n  eprint        = {2610.22732},\n  archivePrefix = {arXiv},\n  primaryClass  = {cs.CL},\n  url           = {https://arxiv.org/abs/2610.22732}\n}\n```\n\nApache 2.0; see [`LICENSE`](https://github.com/microsoft/TokenEconomizer/blob/main/LICENSE).", "url": "https://wpnews.pro/news/tokeneconomizer-cut-coding-agent-token-costs-18-31", "canonical_source": "https://github.com/microsoft/TokenEconomizer", "published_at": "2026-11-04 13:05:15+00:00", "updated_at": "2026-11-04 13:25:17.037296+00:00", "lang": "en", "topics": ["ai-agents", "ai-tools", "developer-tools", "ai-research", "large-language-models"], "entities": ["TokenEconomizer", "UC Berkeley", "Microsoft Research", "Microsoft Security", "Claude Code", "Codex", "GitHub Copilot CLI", "SWE-Bench"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/tokeneconomizer-cut-coding-agent-token-costs-18-31", "markdown": "https://wpnews.pro/news/tokeneconomizer-cut-coding-agent-token-costs-18-31.md", "text": "https://wpnews.pro/news/tokeneconomizer-cut-coding-agent-token-costs-18-31.txt", "jsonld": "https://wpnews.pro/news/tokeneconomizer-cut-coding-agent-token-costs-18-31.jsonld"}}