content large_stringlengths 3 20.5k | url large_stringlengths 53 192 ⌀ | branch large_stringclasses 4
values | source large_stringclasses 51
values | embeddings listlengths 384 384 | score float64 -0.21 0.65 |
|---|---|---|---|---|---|
|-----------------|--------| | \*\*High\*\* (clear repo, obvious contribution) | Write full draft, deliver, iterate on feedback | | \*\*Medium\*\* (some ambiguity) | Write draft with flagged uncertainties, continue | | \*\*Low\*\* (major unknowns) | Ask 1-2 targeted questions via `clarify`, then draft | | Section | Dra... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.02398466132581234,
0.10975337773561478,
-0.025567756965756416,
0.042944882065057755,
0.030449602752923965,
0.01660769246518612,
0.02147405967116356,
0.04912300035357475,
-0.012753782793879509,
-0.002607063390314579,
-0.00776872131973505,
-0.021969038993120193,
0.06676041334867477,
-0.03... | 0.0569 |
costs: (annotators) × (hours) × (hourly rate) - [ ] Total budget ceiling and contingency (add 30-50% for reruns) ``` Track actual spend as experiments run: ```python # Simple cost tracker pattern import json, os from datetime import datetime COST\_LOG = "results/cost\_log.jsonl" def log\_cost(experiment: str, model: st... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.008618824183940887,
0.06697031855583191,
-0.043730322271585464,
0.10007873177528381,
0.04148577153682709,
-0.11058419197797775,
-0.017959129065275192,
0.038502421230077744,
-0.011170551180839539,
0.0163518525660038,
0.017002321779727936,
-0.11620894074440002,
-0.01800173707306385,
0.028... | 0.086658 |
terminology discovered in Round 1 papers - Papers cited by the most relevant Round 1 results - Contradictory findings that need investigation → Collect papers, identify remaining gaps Round 3 (Targeted): Fill specific gaps - Missing baselines identified in Rounds 1-2 - Concurrent work (last 6 months, same problem) - Ke... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.060688458383083344,
0.07250645011663437,
-0.08314888179302216,
0.06619668006896973,
-0.008113512769341469,
-0.06763489544391632,
-0.042463161051273346,
-0.007087813690304756,
0.02228463999927044,
0.0366707518696785,
-0.02390562929213047,
-0.05063427612185478,
0.03899839520454407,
-0.102... | 0.067543 |
if os.path.exists(result\_path): continue # Skip already-completed work # ... run experiment ... with open(result\_path, 'w') as f: json.dump(result, f, indent=2) ``` \*\*Artifact preservation\*\* — save all intermediate outputs: ``` results// / / final\_output.md # Final result history.json # Full trajectory pass\_01/... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.04173286259174347,
0.05960081145167351,
-0.04533892869949341,
0.015472670085728168,
0.02986251562833786,
-0.09408869594335556,
-0.10486333072185516,
0.03428133949637413,
-0.017144139856100082,
0.000021672583898180164,
0.002464918652549386,
0.009983548894524574,
0.040584828704595566,
-0.... | 0.082876 |
-m "" && git push 6. Report in structured format (tables with key metrics) 7. Answer the key analytical question for this experiment ``` \*\*Silent mode\*\*: If nothing has changed since the last check, respond with `[SILENT]` to suppress notification to the user. Only report when there's news. ### Step 3.3: Handle Fai... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.07408803701400757,
-0.018807372078299522,
-0.02429765835404396,
0.053897663950920105,
0.06061546131968498,
-0.055814020335674286,
0.00560748390853405,
0.04313240572810173,
0.021738402545452118,
0.032776765525341034,
0.06962157785892487,
0.003622033167630434,
0.06275007873773575,
-0.0342... | 0.125115 |
of McNemar's test, bootstrapped CIs, and Cohen's h. ### Step 4.3: Identify the Story After analysis, explicitly answer: 1. \*\*What is the main finding?\*\* State it in one sentence. 2. \*\*What surprised you?\*\* Unexpected results often make the best papers. 3. \*\*What failed?\*\* Failed experiments can be the most ... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
0.003615395398810506,
0.05112737789750099,
0.0496346689760685,
0.026632828637957573,
0.059950537979602814,
0.03102843463420868,
-0.020798224955797195,
0.08275467157363892,
-0.004980326164513826,
0.01235807966440916,
0.016285981982946396,
-0.011442560702562332,
0.07235121726989746,
-0.00238... | 0.146478 |
number] - \*\*Result files\*\*: results/exp1/final\_info.json - \*\*Figures generated\*\*: figures/exp1\_comparison.pdf - \*\*Surprising findings\*\*: [Anything unexpected] ### Experiment 2: [Name] ... ## Figures | Filename | Description | Which section it belongs in | |----------|-------------|------------------------... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.09810923784971237,
0.08440221101045609,
0.007819685153663158,
0.03535022586584091,
0.11919406056404114,
-0.035487234592437744,
0.031069638207554817,
0.07788455486297607,
0.02151256613433361,
0.04252452030777931,
0.04840388894081116,
-0.028381245210766792,
0.06160286068916321,
0.02717973... | 0.107077 |
Panel\*\* → 3 blind CoT judges rank A, B, AB via Borda count 5. \*\*Convergence\*\* → A wins k=2 consecutive passes → done \*\*Key parameters:\*\* - k=2 convergence (k=1 premature, k=3 too expensive, no quality gain) - CoT judges always (3x faster convergence) - Temperature 0.8 authors, 0.3 judges - Conservative tiebre... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.13106976449489594,
0.03491325303912163,
-0.04783477634191513,
0.011550442315638065,
-0.04627343267202377,
0.03116428479552269,
-0.011131863109767437,
-0.001351838349364698,
0.0103110047057271,
0.07191124558448792,
-0.02619531936943531,
-0.008239629678428173,
0.034254640340805054,
-0.071... | 0.187714 |
evidence. Every successful ML paper centers on what Neel Nanda calls "the narrative": a short, rigorous, evidence-based technical story with a takeaway readers care about. \*\*Three Pillars (must be crystal clear by end of introduction):\*\* | Pillar | Description | Test | |--------|-------------|------| | \*\*The What... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.00023080107348505408,
0.03732450678944588,
-0.05044294893741608,
0.016621723771095276,
0.03756585344672203,
0.04393523186445236,
-0.04946916550397873,
0.013359073549509048,
0.10614003986120224,
0.009304609149694443,
-0.04212816059589386,
0.05523550882935524,
0.004020507447421551,
-0.044... | 0.078902 |
the context of the complete paper. - Does it fit with the rest of the paper? Are there redundancies with other sections? - Is terminology consistent with Introduction and Methods? - Can anything be cut without weakening the message? - Does the narrative flow from the previous section and into the next? Make minimal, ta... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.08799026161432266,
0.06731797009706497,
0.05259036645293236,
-0.022839363664388657,
0.09909579902887344,
-0.054153136909008026,
-0.010912355035543442,
0.004922425840049982,
0.01464187540113926,
0.021081967279314995,
-0.00954271201044321,
0.047585051506757736,
0.11390811949968338,
-0.078... | 0.078331 |
Must include: - Clear problem statement - Brief approach overview - 2-4 bullet contribution list (max 1-2 lines each in two-column format) - Methods should start by page 2-3 ### Step 5.4: Methods Enable reimplementation: - Conceptual outline or pseudocode - All hyperparameters listed - Architectural details sufficient ... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.08904365450143814,
0.045103080570697784,
0.04302068054676056,
-0.004488029051572084,
0.005708751268684864,
0.027165718376636505,
-0.09054172784090042,
-0.0023428299464285374,
-0.10843420773744583,
0.022068705409765244,
-0.05510985851287842,
-0.07195957750082016,
0.015850484371185303,
-0... | 0.135215 |
NOT\*\*: reduce font size, change margins, remove required sections (limitations, broader impact), or use `\small`/`\footnotesize` for main text. ### Step 5.10: Ethics & Broader Impact Statement Most venues now require or strongly encourage an ethics/broader impact statement. This is not boilerplate — reviewers read it... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
0.047415465116500854,
0.18117518723011017,
0.04048885032534599,
0.02581723965704441,
0.10828572511672974,
0.037770550698041916,
-0.036415427923202515,
0.038131531327962875,
-0.0296073816716671,
0.03812779486179352,
-0.0132728461176157,
-0.03884430229663849,
0.035134728997945786,
0.02056435... | 0.101168 |
Writing Style \*\*Sentence-level clarity (Gopen & Swan's 7 Principles):\*\* | Principle | Rule | |-----------|------| | Subject-verb proximity | Keep subject and verb close | | Stress position | Place emphasis at sentence ends | | Topic position | Put context first, new info after | | Old before new | Familiar info → u... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
0.008369393646717072,
0.007625002879649401,
-0.019970055669546127,
0.031014131382107735,
-0.038425713777542114,
-0.023526381701231003,
0.012254411354660988,
0.012867371551692486,
-0.046571724116802216,
0.06016355752944946,
0.021438824012875557,
0.06508513540029526,
0.09994203597307205,
-0.... | 0.114136 |
| 8 pages | | ICLR 2026 | `iclr2026\_conference.tex` | `iclr2026\_conference.sty` | 9 pages | | ACL 2025 | `acl\_latex.tex` | `acl.sty` | 8 pages (long) | | AAAI 2026 | `aaai2026-unified-template.tex` | `aaai2026.sty` | 7 pages | | COLM 2025 | `colm2025\_conference.tex` | `colm2025\_conference.sty` | 9 pages | \*\*Univ... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.058521024882793427,
0.0548551082611084,
-0.04871097579598427,
0.010474174283444881,
-0.004734877496957779,
-0.010626569390296936,
-0.09847069531679153,
0.026945343241095543,
0.0028153453022241592,
0.07060660421848297,
0.021589066833257675,
-0.007548377383500338,
0.048555709421634674,
-0... | 0.072844 |
``` The `S` column type auto-aligns on the decimal point. Headers in `{}` escape the alignment. ### Subfigures Standard pattern for side-by-side figures: ```latex \begin{figure}[t] \centering \begin{subfigure}[b]{0.48\textwidth} \centering \includegraphics[width=\textwidth]{fig\_results\_a.pdf} \caption{Results on Data... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.0880449190735817,
-0.000060869606386404485,
-0.03277088701725006,
0.026352543383836746,
0.06478232890367508,
-0.013410723768174648,
-0.04207838326692581,
0.0576351173222065,
0.001690902397967875,
0.028139721602201462,
0.01415949035435915,
-0.05244538560509682,
0.07300803065299988,
0.056... | 0.046161 |
(IEEE-like, clean) with plt.style.context(['science', 'no-latex']): fig, ax = plt.subplots(figsize=(3.5, 2.5)) # Single-column width ax.plot(x, y, label='Ours', color='#0072B2') ax.plot(x, y2, label='Baseline', color='#D55E00', linestyle='--') ax.set\_xlabel('Training Steps') ax.set\_ylabel('Accuracy') ax.legend() fig.... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.009602927602827549,
0.018932461738586426,
-0.005004805978387594,
-0.0023694136179983616,
0.08687271922826767,
-0.05151326581835747,
-0.09535009413957596,
0.06884406507015228,
0.006037668325006962,
0.006428336724638939,
-0.005240133497864008,
-0.013724978081882,
0.000714985653758049,
-0.... | -0.008542 |
readable? Labels legible? Colors distinguishable? 2. Figure-caption alignment: Does each caption accurately describe its figure? 3. Layout issues: Orphaned section headers, awkward page breaks, figures far from their references 4. Table formatting: Aligned columns, consistent decimal precision, bold for best results 5.... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.07565078884363174,
0.04444972053170204,
-0.10044535994529724,
0.007046339102089405,
0.12639424204826355,
-0.005235797725617886,
-0.009057939983904362,
0.004790719598531723,
-0.01425627339631319,
0.07647480815649033,
0.005772630218416452,
-0.019884830340743065,
0.09690990298986435,
0.036... | 0.00184 |
7: Submission Preparation \*\*Goal\*\*: Final checks, formatting, and submission. ### Step 7.1: Conference Checklist Every venue has mandatory checklists. Complete them carefully — incomplete checklists can result in desk rejection. See [references/checklists.md](https://github.com/NousResearch/hermes-agent/blob/main/s... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.09324493259191513,
0.04719746857881546,
-0.031102636829018593,
0.019573602825403214,
0.049573566764593124,
-0.0020671135280281305,
0.0472266748547554,
-0.045394740998744965,
-0.0036151560489088297,
0.03109295293688774,
0.053312286734580994,
-0.013984340243041515,
0.04118695110082626,
-0... | 0.140917 |
+ bibtex for cross-references) pdflatex -interaction=nonstopmode main.tex bibtex main pdflatex -interaction=nonstopmode main.tex pdflatex -interaction=nonstopmode main.tex # Verify output exists and has content ls -la main.pdf ``` \*\*If compilation fails\*\*: Parse the `.log` file for the first error. Common fixes: - ... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.02214602753520012,
-0.03783929720520973,
0.005395940504968166,
0.01900031417608261,
0.05591090768575668,
0.039159145206213,
-0.02319587580859661,
0.008308845572173595,
-0.012565107084810734,
-0.018858561292290688,
0.038348209112882614,
-0.07301275432109833,
0.04195805639028549,
-0.00919... | 0.001166 |
ICLR | ICLR explicitly allows arXiv posting before submission. But don't put author names in the submission itself. | | Paper already on arXiv, submitting to new venue | Acceptable at most venues. Do NOT update arXiv version during review with changes that reference reviews. | | Workshop paper | arXiv is fine at any ti... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.12422233074903488,
-0.05554559454321861,
-0.052084919065237045,
0.0696348324418068,
-0.012572967447340488,
-0.03754723444581032,
-0.007496714126318693,
-0.0644458681344986,
-0.026047194376587868,
0.060811351984739304,
-0.007524858694523573,
-0.046384185552597046,
0.04402916505932808,
-0... | 0.121809 |
authors, 1-sentence contribution, method figure, 2-3 key results, conclusion | | \*\*Flow\*\* | Top-left to bottom-right (Z-pattern) or columnar | | \*\*Text\*\* | Title readable at 3m, body at 1m. No full paragraphs — bullet points only. | | \*\*Figures\*\* | Reuse paper figures at higher resolution. Enlarge key resul... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.03023606352508068,
0.07090232521295547,
0.04554104059934616,
0.005062398966401815,
0.05670085549354553,
0.014095107093453407,
-0.017215318977832794,
0.01944884844124317,
-0.006204226054251194,
0.05619091913104057,
-0.05404886603355408,
0.03784747049212456,
0.004151453264057636,
0.077349... | 0.11687 |
for detailed guidance on each type. ### Theory Papers \*\*Structure\*\*: Introduction → Preliminaries (definitions, notation) → Main Results (theorems) → Proof Sketches → Discussion → Full Proofs (appendix) \*\*Key differences from empirical papers:\*\* - Contribution is a theorem, bound, or impossibility result — not ... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.012902311980724335,
0.04163568839430809,
0.06139668449759483,
0.009012185968458652,
0.06117856502532959,
0.021699560806155205,
-0.03250337764620781,
0.06204618886113167,
-0.03512569144368172,
0.044637635350227356,
0.0006454266258515418,
-0.027424095198512077,
0.04095461219549179,
0.0129... | 0.040485 |
This Pipeline | |------|----------------------| | \*\*`terminal`\*\* | LaTeX compilation (`latexmk -pdf`), git operations, launching experiments (`nohup python run.py &`), process checks | | \*\*`process`\*\* | Background experiment management: `process("start", ...)`, `process("poll", pid)`, `process("log", pid)`, `pr... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.05798182636499405,
0.0166312362998724,
-0.11005507409572601,
0.024029608815908432,
0.0187392421066761,
-0.1272263079881668,
-0.05119183287024498,
0.09733621776103973,
-0.02239614725112915,
0.061935875564813614,
-0.004723954480141401,
-0.015210887417197227,
0.05626722052693367,
-0.027056... | 0.138576 |
\* \* \*", # Every 30 minutes "prompt": "Check experiment status: 1. ps aux | grep run\_experiment 2. tail -30 logs/experiment\_haiku.log 3. ls results/haiku\_baselines/ 4. If complete: read results, compute Borda scores, git add -A && git commit -m 'Add Haiku results' && git push 5. Report: table of results, key findi... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.013723542913794518,
0.027009034529328346,
0.005431625060737133,
0.037255361676216125,
0.0513092502951622,
-0.02066265419125557,
0.07989510893821716,
0.0002001976827159524,
0.02563839592039585,
0.022750526666641235,
0.00275584333576262,
-0.07934186607599258,
0.02113400399684906,
-0.01330... | 0.117326 |
| | Missing statistical significance | Add error bars, number of runs, statistical tests, confidence intervals. | | Scope creep in experiments | Every experiment must map to a specific claim. Cut experiments that don't. | | Paper rejected, need to resubmit | See Conference Resubmission in Phase 7. Address reviewer conc... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-research-paper-writing.md | main | hermes-agent | [
-0.06683855503797531,
0.06803889572620392,
-0.025284994393587112,
0.06293372809886932,
0.042750876396894455,
-0.026192421093583107,
-0.06490414589643478,
0.037724971771240234,
0.00596067076548934,
0.06724758446216583,
-0.012555570341646671,
-0.042748529464006424,
0.05381707102060318,
-0.03... | 0.098371 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Blogwatcher Monitor blogs and RSS/Atom feeds via blogwatcher-cli tool. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `skills/rese... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-blogwatcher.md | main | hermes-agent | [
-0.06879513710737228,
-0.022762399166822433,
-0.0905284658074379,
0.025837786495685577,
0.05594854801893234,
-0.03905788064002991,
0.03879030421376228,
-0.07896097749471664,
-0.02082335576415062,
0.016914837062358856,
0.008560123853385448,
0.03341294080018997,
0.04939845949411392,
0.012506... | 0.185723 |
total! ``` ``` $ blogwatcher-cli articles Unread articles (2): [1] [new] Barrel - Part 13 Blog: xkcd URL: https://xkcd.com/3095/ Published: 2026-04-02 Categories: Comics, Science [2] [new] Volcano Fact Blog: xkcd URL: https://xkcd.com/3094/ Published: 2026-04-01 Categories: Comics ``` ## Notes - Auto-discovers RSS/Atom... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-blogwatcher.md | main | hermes-agent | [
-0.011163517832756042,
-0.04191010445356369,
-0.08933582901954651,
0.04510362818837166,
0.11685054004192352,
-0.030161261558532715,
-0.046883419156074524,
-0.03964777663350105,
0.02001201920211315,
0.014725329354405403,
0.0548386350274086,
0.0006069950177334249,
0.03939804434776306,
0.0361... | 0.062857 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Polymarket Query Polymarket: markets, prices, orderbooks, history. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `skills/research... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/research/research-polymarket.md | main | hermes-agent | [
-0.059382855892181396,
0.022467564791440964,
-0.10355766862630844,
-0.006105853710323572,
-0.022404935210943222,
-0.04780895635485649,
-0.009820606559515,
-0.019754275679588318,
-0.02396996133029461,
-0.013476899825036526,
-0.003804878331720829,
0.036003705114126205,
0.06071441248059273,
-... | 0.105643 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Pokemon Player Play Pokemon via headless emulator + RAM reads. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `skills/gaming/pokem... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/gaming/gaming-pokemon-player.md | main | hermes-agent | [
-0.056675586849451065,
-0.002485207747668028,
-0.009613883681595325,
-0.05661150813102722,
-0.03984102979302406,
-0.027578139677643776,
0.04159754514694214,
0.008833467960357666,
-0.05146491527557373,
-0.012555447407066822,
0.01260017417371273,
0.03704741224646568,
0.06076178327202797,
-0.... | 0.155144 |
In battle → fight or run - Party hurt → head to Pokemon Center - Near objective → navigate carefully ### Step 3: DECIDE Priority: dialog > battle > heal > story objective > training > explore ### Step 4: ACT — move 2-4 steps max, then re-check POST /action with a SHORT action list (2-4 actions, not 10-15). ### Step 5: ... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/gaming/gaming-pokemon-player.md | main | hermes-agent | [
-0.016999097540974617,
-0.005625304765999317,
0.005147773306816816,
-0.008233539760112762,
0.03137744590640068,
0.06027306988835335,
-0.007536245975643396,
0.004945185035467148,
-0.04784297198057175,
-0.006005672737956047,
-0.002805097261443734,
-0.04040290415287018,
-0.02547530084848404,
... | 0.080034 |
to speed through text/animations. ### Battling (FIGHT) On the battle menu FIGHT is top-left (default cursor position). Press A to enter move selection, A again to use the first move. Then hold B to speed through attack animations and text. ## Battle Strategy ### Decision Tree 1. Want to catch? → Weaken then throw Poke ... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/gaming/gaming-pokemon-player.md | main | hermes-agent | [
-0.020661670714616776,
0.03116903454065323,
0.004724740516394377,
-0.040862321853637695,
-0.021252503618597984,
0.05453776940703392,
0.03425376117229462,
-0.0012096712598577142,
-0.07369491457939148,
0.010549478232860565,
0.011229000985622406,
-0.08896012604236603,
-0.0015673936577513814,
... | 0.078648 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Minecraft Modpack Server Host modded Minecraft servers (CurseForge, Modrinth). ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `ski... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/gaming/gaming-minecraft-modpack-server.md | main | hermes-agent | [
-0.03730498626828194,
0.03267277404665947,
-0.03095257841050625,
0.010896265506744385,
-0.011887921020388603,
-0.09353930503129959,
0.048622678965330124,
-0.031317055225372314,
-0.09317538887262344,
-0.01636005938053131,
0.009445488452911377,
0.04687606543302536,
0.09062879532575607,
0.006... | 0.102123 |
-Xmx24G -XX:+UseG1GC -XX:+ParallelRefProcEnabled -XX:MaxGCPauseMillis=200 -XX:+UnlockExperimentalVMOptions -XX:+DisableExplicitGC -XX:+AlwaysPreTouch -XX:G1NewSizePercent=30 -XX:G1MaxNewSizePercent=40 -XX:G1HeapRegionSize=8M -XX:G1ReservePercent=20 -XX:G1HeapWastePercent=5 -XX:G1MixedGCCountTarget=4 -XX:InitiatingHeapO... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/gaming/gaming-minecraft-modpack-server.md | main | hermes-agent | [
0.004932583309710026,
0.01811581291258335,
-0.08123447746038437,
-0.0618029460310936,
0.03104056976735592,
-0.03468763828277588,
-0.031196776777505875,
-0.017745016142725945,
-0.04822620749473572,
0.06907151639461517,
0.0669652670621872,
-0.07549000531435013,
0.05580413341522217,
-0.004357... | -0.017217 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Xurl X/Twitter via xurl CLI: post, search, DM, media, v2 API. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `skills/social-media/... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/social-media/social-media-xurl.md | main | hermes-agent | [
-0.07830817997455597,
-0.018380440771579742,
-0.05001368001103401,
-0.030744360759854317,
0.01684632897377014,
-0.07700233906507492,
0.03856850787997246,
-0.022426726296544075,
-0.00765602383762598,
-0.022669905796647072,
0.060644056648015976,
0.017654918134212494,
0.07355765253305435,
-0.... | 0.113043 |
https://developer.x.com/en/portal/dashboard 2. Set the redirect URI to `http://localhost:8080/callback` 3. Copy the app's Client ID and Client Secret 4. Register the app locally (user runs this): ```bash xurl auth apps add my-app --client-id YOUR\_CLIENT\_ID --client-secret YOUR\_CLIENT\_SECRET ``` 5. Authenticate (spe... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/social-media/social-media-xurl.md | main | hermes-agent | [
-0.04679112881422043,
0.028334753587841988,
-0.046813659369945526,
-0.07391117513179779,
0.013686250895261765,
-0.11005382984876633,
0.004521148279309273,
0.09970233589410782,
0.034521088004112244,
-0.07090353965759277,
-0.02993817627429962,
-0.06927415728569031,
0.05013037845492363,
-0.01... | -0.046828 |
media status MEDIA\_ID` | | List apps | `xurl auth apps list` | | Remove app | `xurl auth apps remove NAME` | | Set default app | `xurl auth default APP\_NAME [USERNAME]` | | Per-request app | `xurl --app NAME /2/users/me` | | Auth status | `xurl auth status` | Notes: - `POST\_ID` accepts full URLs too (e.g. `https://x... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/social-media/social-media-xurl.md | main | hermes-agent | [
-0.027397574856877327,
-0.008789846673607826,
-0.027781587094068527,
-0.07152951508760452,
0.03627127781510353,
-0.031782135367393494,
0.09590645879507065,
0.053965646773576736,
0.07871437072753906,
0.0019130464643239975,
0.030243152752518654,
-0.034318212419748306,
0.07878586649894714,
0.... | 0.031728 |
``` --- ## Common Workflows ### Post with an image ```bash xurl media upload photo.jpg xurl post "Check out this photo!" --media-id MEDIA\_ID ``` ### Reply to a conversation ```bash xurl read https://x.com/user/status/1234567890 xurl reply 1234567890 "Here are my thoughts..." ``` ### Search and engage ```bash xurl sear... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/social-media/social-media-xurl.md | main | hermes-agent | [
0.00781822670251131,
0.01481262780725956,
-0.04795154929161072,
-0.030579160898923874,
0.05353434756398201,
0.005981283262372017,
0.10168740898370743,
0.10538239032030106,
0.047746796160936356,
-0.023821288719773293,
0.02135488949716091,
-0.02380255050957203,
0.13343404233455658,
0.0262635... | 0.070416 |
Two "Client Secret" values in X dashboard | UI bug — first is actually Client ID | Confirm on the "Keys and tokens" page; ID ends in `MTpjaQ` | --- ## Notes - \*\*Rate limits:\*\* X enforces per-endpoint rate limits. A 429 means wait and retry. Write endpoints (post, reply, like, repost) have tighter limits than reads.... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/social-media/social-media-xurl.md | main | hermes-agent | [
-0.10410880297422409,
0.009521137923002243,
0.03495768830180168,
-0.01848200336098671,
0.03679816797375679,
-0.10118892043828964,
0.007449515629559755,
0.027640942484140396,
0.052669793367385864,
-0.05391981080174446,
0.02569114975631237,
-0.044158246368169785,
0.11393069475889206,
-0.0119... | 0.003489 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Webhook Subscriptions Webhook subscriptions: event-driven agent runs. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `skills/devop... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/devops/devops-webhook-subscriptions.md | main | hermes-agent | [
-0.10925669968128204,
0.008824276737868786,
-0.06494511663913727,
0.0008151005604304373,
0.0026850455906242132,
-0.0997735857963562,
0.047804880887269974,
-0.06479398161172867,
-0.021346721798181534,
0.014634354040026665,
0.01982399821281433,
-0.011388048529624939,
0.0727919340133667,
-0.0... | 0.17262 |
--prompt "Alert: {alert.name}\nSeverity: {alert.severity}\nMessage: {alert.message}\n\nPlease investigate and suggest remediation." \ --deliver origin ``` ### Direct delivery (no agent, zero LLM cost) For use cases where you just want to push a notification through to a user's chat — no reasoning, no agent loop — add `... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/devops/devops-webhook-subscriptions.md | main | hermes-agent | [
0.0020041565876454115,
0.022141914814710617,
-0.029683982953429222,
0.006411041598767042,
0.07583867013454437,
-0.07746394723653793,
0.09246422350406647,
0.013562540523707867,
-0.0038503576070070267,
0.00726391701027751,
0.0013101233635097742,
-0.11373560130596161,
0.05757978931069374,
0.0... | 0.175455 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Kanban Worker Pitfalls, examples, and edge cases for Hermes Kanban workers. The lifecycle itself is auto-injected into every worker's system prompt as KANBAN\_GUIDANCE (f... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/devops/devops-kanban-worker.md | main | hermes-agent | [
-0.026031112298369408,
-0.002730216132476926,
-0.02104649320244789,
0.04517294839024544,
-0.015240471810102463,
-0.027281373739242554,
-0.00016312797379214317,
-0.040356285870075226,
-0.06934662908315659,
-0.025866279378533363,
0.05110817030072212,
-0.03628663718700409,
-0.02266761101782322,... | 0.181202 |
}, indent=2), ) kanban\_block( reason="review-required: rate limiter shipped, 14/14 tests pass — needs eyes on the user\_id/IP fallback choice before merging", ) ``` Use `kanban\_complete` only when the task is genuinely terminal — e.g. a one-line typo fix, a docs change with no functional consequences, or a research t... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/devops/devops-kanban-worker.md | main | hermes-agent | [
-0.01821875385940075,
0.004718616139143705,
0.010721453465521336,
0.010385662317276001,
0.003377793822437525,
-0.06109992787241936,
0.01836552284657955,
0.023351794108748436,
0.010793270543217659,
0.012359881773591042,
0.054975781589746475,
-0.05172545090317726,
-0.020044418051838875,
-0.0... | 0.12404 |
that path. Typical retry diagnostics: - `outcome: "timed\_out"` — the previous attempt hit `max\_runtime\_seconds`. You may need to chunk the work or shorten it. - `outcome: "crashed"` — OOM or segfault. Reduce memory footprint. - `outcome: "spawn\_failed"` + `error: "..."` — usually a profile config issue (missing cre... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/devops/devops-kanban-worker.md | main | hermes-agent | [
0.014108842238783836,
-0.04766303673386574,
0.0014654009137302637,
0.010041723027825356,
0.0031923227943480015,
-0.0769215002655983,
-0.02205381914973259,
0.017428042367100716,
-0.01369701512157917,
0.0007262941217049956,
0.03703013062477112,
-0.0317339189350605,
-0.015496035106480122,
0.0... | 0.117317 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Kanban Orchestrator Decomposition playbook + anti-temptation rules for an orchestrator profile routing work through Kanban. The "don't do the work yourself" rule and the ... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/devops/devops-kanban-orchestrator.md | main | hermes-agent | [
-0.014395961537957191,
-0.04762335121631622,
-0.010022678412497044,
0.012490726076066494,
-0.05140779912471771,
-0.0004831447440665215,
0.008610825054347515,
-0.033386457711458206,
-0.045421380549669266,
-0.016607478260993958,
0.04322187229990959,
-0.007228854577988386,
-0.008506741374731064... | 0.172079 |
Your restricted toolset usually doesn't even include terminal/file/code/web for implementation. If you find yourself "just fixing this quickly" — stop and create a task for the right specialist. - \*\*For any concrete task, create a Kanban task and assign it.\*\* Every single time. - \*\*Split multi-lane requests befor... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/devops/devops-kanban-orchestrator.md | main | hermes-agent | [
-0.025550367310643196,
0.01324713695794344,
-0.05407364293932915,
-0.024510158225893974,
-0.08591344952583313,
-0.05537205934524536,
-0.0013662083074450493,
0.020435035228729248,
-0.06723727285861969,
-0.031441446393728256,
0.0528608001768589,
-0.10141857713460922,
-0.04536314308643341,
0.... | 0.14076 |
Use the profile names from Step 0. The example below uses placeholders ``, ``, `` — replace them with what the user actually has. ```python t1 = kanban\_create( title="research: Postgres cost vs current", assignee="", # whichever profile handles research on this setup body="Compare estimated infrastructure costs, migra... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/devops/devops-kanban-orchestrator.md | main | hermes-agent | [
0.02023485116660595,
-0.009178646840155125,
-0.026041671633720398,
0.0451384037733078,
-0.04851492494344711,
-0.08868661522865295,
0.030072631314396858,
0.04937050864100456,
-0.035002272576093674,
-0.015745317563414574,
-0.014042203314602375,
-0.11435101926326752,
0.03829042240977287,
-0.0... | 0.007567 |
all assigned to the same profile, no dependencies between them. Dispatcher serializes — that profile processes them in priority order, accumulating experience in its own memory. \*\*Human-in-the-loop:\*\* Any task can `kanban\_block()` to wait for input. Dispatcher respawns after `/unblock`. The comment thread carries ... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/devops/devops-kanban-orchestrator.md | main | hermes-agent | [
-0.09069465845823288,
-0.059690922498703,
-0.011855940334498882,
0.05944040045142174,
-0.04460565000772476,
-0.017607249319553375,
0.016947617754340172,
0.027395175769925117,
-0.08100719749927521,
-0.04119512438774109,
0.02393469586968422,
-0.0726744681596756,
-0.0034377954434603453,
0.029... | 0.103039 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Yuanbao Yuanbao (元宝) groups: @mention users, query info/members. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `skills/yuanbao` |... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/yuanbao/yuanbao-yuanbao.md | main | hermes-agent | [
-0.07388930767774582,
0.04347170144319534,
-0.038662854582071304,
0.030711138620972633,
0.0015307660214602947,
-0.051709406077861786,
0.0654178187251091,
-0.04001428186893463,
-0.03145274147391319,
-0.008458835072815418,
0.048006970435380936,
-0.02284119464457035,
0.06740401685237885,
-0.0... | 0.131366 |
Do NOT use `send\_message` tool for Yuanbao DMs — use `yb\_send\_dm` instead - Supports media: images (.jpg/.png/.gif/.webp/.bmp) sent as image messages, other files as documents ## Query Group Info ```json yb\_query\_group\_info({ "group\_code": "328306697" }) ``` ## Query Members | Action | Description | |--------|--... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/yuanbao/yuanbao-yuanbao.md | main | hermes-agent | [
-0.05143735185265541,
0.005832528695464134,
-0.0011565812164917588,
0.06120150908827782,
0.06411749869585037,
-0.05353613197803497,
0.09576286375522614,
0.04826108738780022,
-0.008385330438613892,
-0.00207237689755857,
0.10021083801984787,
-0.07068123668432236,
0.062209729105234146,
0.0556... | 0.113745 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Jupyter Live Kernel Iterative Python via live Jupyter kernel (hamelnb). ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `skills/dat... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/data-science/data-science-jupyter-live-kernel.md | main | hermes-agent | [
-0.06404775381088257,
0.03221193328499794,
-0.026248380541801453,
-0.020380405709147453,
-0.024254364892840385,
-0.06916353851556778,
0.021491093561053276,
-0.055581167340278625,
-0.05703852325677872,
0.013866551220417023,
0.020196035504341125,
0.012665723450481892,
0.06352482736110687,
-0... | 0.114141 |
cell uv run "$SCRIPT" edit --path delete --cell-id --compact ``` ### 5. Verification (restart + run all) Only use when the user asks for a clean verification or you need to confirm the notebook runs top-to-bottom: ``` uv run "$SCRIPT" restart-run-all --path --save-outputs --compact ``` ## Practical Tips from Experience... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/data-science/data-science-jupyter-live-kernel.md | main | hermes-agent | [
-0.057858314365148544,
0.0364818200469017,
-0.028303371742367744,
-0.008790494874119759,
-0.011627542786300182,
-0.04491482675075531,
-0.05085519701242447,
0.00874604657292366,
-0.0018501750892028213,
0.03896327689290047,
0.06730198115110397,
-0.04089640453457832,
0.05179765447974205,
0.01... | 0.016687 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Node Inspect Debugger Debug Node.js via --inspect + Chrome DevTools Protocol CLI. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-node-inspect-debugger.md | main | hermes-agent | [
-0.0973568931221962,
0.019521374255418777,
-0.01079199742525816,
0.04365052655339241,
0.08998508751392365,
-0.09230244159698486,
-0.047219205647706985,
-0.012789776548743248,
-0.09016264975070953,
0.029443280771374702,
-0.02027343027293682,
0.005482202861458063,
0.009548917412757874,
-0.07... | 0.077453 |
1. Send SIGUSR1 to enable the inspector on an existing process kill -SIGUSR1 # Node prints: Debugger listening on ws://127.0.0.1:9229/ # 2. Attach the debugger CLI node inspect -p # or by URL node inspect ws://127.0.0.1:9229/ ``` To start a process with the inspector from the beginning: ```bash node --inspect script.js... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-node-inspect-debugger.md | main | hermes-agent | [
-0.05350133776664734,
0.010544897988438606,
-0.025705967098474503,
0.012681839987635612,
0.0806678831577301,
-0.04382450878620148,
-0.015368864871561527,
0.05182681605219841,
-0.007242579013109207,
0.061525389552116394,
-0.08641432225704193,
-0.016329361125826836,
-0.035865724086761475,
-0... | 0.144708 |
/home/bb/hermes-agent/ui-tui # Run a single test file paused on entry node --inspect-brk ./node\_modules/vitest/vitest.mjs run --no-file-parallelism src/app/foo.test.tsx ``` In another terminal: `node inspect -p `, then `sb('src/app/foo.tsx', 42)`, `cont`. Use `--no-file-parallelism` (vitest) or `--runInBand` (jest) so... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-node-inspect-debugger.md | main | hermes-agent | [
-0.08887380361557007,
0.04862454533576965,
-0.04317810758948326,
0.051872167736291885,
0.03331536054611206,
-0.0971580520272255,
-0.07022228091955185,
0.042102765291929245,
-0.020485004410147667,
0.011713618412613869,
-0.02128724940121174,
-0.03348806872963905,
-0.034347034990787506,
-0.03... | 0.154455 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Writing Plans Write implementation plans: bite-sized tasks, paths, code. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `skills/so... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-writing-plans.md | main | hermes-agent | [
-0.08563859015703201,
0.022482121363282204,
-0.056639090180397034,
0.023834025487303734,
-0.0038087917491793633,
-0.06357855349779129,
-0.04798318073153496,
0.015377212315797806,
-0.09032517671585083,
0.0285794734954834,
-0.013128874823451042,
0.0366336815059185,
0.018446946516633034,
0.00... | 0.088026 |
and understand: - Feature requirements - Design documents or user description - Acceptance criteria - Constraints ### Step 2: Explore the Codebase Use Hermes tools to understand the project: ```python # Understand project structure search\_files("\*.py", target="files", path="src/") # Look at similar features search\_f... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-writing-plans.md | main | hermes-agent | [
-0.07309083640575409,
0.0025439937599003315,
-0.009407807141542435,
-0.015216202475130558,
0.019754378125071526,
-0.11173900216817856,
-0.039198048412799835,
0.08131392300128937,
-0.11146558076143265,
0.043732672929763794,
0.006875581108033657,
0.0014336879830807447,
0.05427607148885727,
0... | 0.05414 |
plan makes implementation obvious.\*\* | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-writing-plans.md | main | hermes-agent | [
-0.06352453678846359,
0.14177516102790833,
0.03440522029995918,
-0.04656293988227844,
-0.05940090864896774,
-0.011484324000775814,
-0.003871519584208727,
-0.005048722494393587,
-0.03615345433354378,
0.0291745625436306,
-0.031823623925447464,
-0.002655386459082365,
0.04175153374671936,
0.01... | 0.18061 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Subagent Driven Development Execute plans via delegate\_task subagents (2-stage review). ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | P... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-subagent-driven-development.md | main | hermes-agent | [
-0.0829412043094635,
0.0026313825510442257,
-0.07379132509231567,
0.01853157766163349,
-0.010760732926428318,
-0.06361012160778046,
-0.04366330802440643,
0.003410275327041745,
-0.0869741141796112,
0.035361576825380325,
-0.006337658502161503,
0.00333188334479928,
0.023304879665374756,
0.004... | 0.089595 |
- [ ] Behavior matches expected? - [ ] Nothing extra added (no scope creep)? OUTPUT: PASS or list of specific spec gaps to fix. """, toolsets=['file'] ) ``` \*\*If spec issues found:\*\* Fix gaps, then re-run spec review. Continue only when spec-compliant. #### Step 3: Dispatch Code Quality Reviewer After spec complian... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-subagent-driven-development.md | main | hermes-agent | [
-0.051356423646211624,
0.0716889351606369,
-0.04719233512878418,
0.08065757155418396,
0.04904937371611595,
-0.043221235275268555,
0.04522508382797241,
0.013098655268549919,
-0.10517887771129608,
0.030225971713662148,
0.027161726728081703,
-0.048214785754680634,
-0.025824042037129402,
0.040... | 0.033794 |
No confusion from prior tasks' code or reasoning \*\*Why two-stage review:\*\* - Spec review catches under/over-building early - Quality review ensures the implementation is well-built - Catches issues before they compound across tasks \*\*Cost trade-off:\*\* - More subagent invocations (implementer + 2 reviewers per t... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-subagent-driven-development.md | main | hermes-agent | [
-0.03499125689268112,
0.018109748139977455,
0.010621688328683376,
0.027758445590734482,
0.005523404572159052,
-0.05346573516726494,
-0.024502787739038467,
0.022099152207374573,
-0.05489983782172203,
0.09431539475917816,
-0.008070641197264194,
-0.05738648399710655,
0.002213656436651945,
0.0... | 0.036242 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Requesting Code Review Pre-commit review: security scan, quality gates, auto-fix. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-requesting-code-review.md | main | hermes-agent | [
-0.09913630783557892,
0.0313645638525486,
-0.11325500905513763,
0.01389404572546482,
0.03303244709968567,
-0.022452667355537415,
-0.006017846055328846,
-0.01822272129356861,
-0.09981263428926468,
0.05705013871192932,
0.02224767953157425,
0.014223645441234112,
0.027888493612408638,
-0.01232... | 0.088756 |
which npx && npx tsc --noEmit 2>&1 | tail -10 # Rust cargo clippy -- -D warnings 2>&1 | tail -10 # Go which go && go vet ./... 2>&1 | tail -10 ``` \*\*Baseline comparison:\*\* If baseline was clean and your changes introduce failures, that's a regression. If baseline already had failures, only count NEW ones. ## Step 4... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-requesting-code-review.md | main | hermes-agent | [
-0.07185346633195877,
0.005340958945453167,
-0.029461832717061043,
0.12069985270500183,
0.05202808976173401,
-0.06554959714412689,
0.05328948423266411,
0.038152582943439484,
-0.06466471403837204,
0.07174944877624512,
-0.03206866607069969,
-0.032409749925136566,
0.01648665964603424,
-0.0153... | 0.152109 |
Step 8 — Commit If verification passed: ```bash git add -A && git commit -m "[verified] " ``` The `[verified]` prefix indicates an independent reviewer approved this change. ## Reference: Common Patterns to Flag ### Python ```python # Bad: SQL injection cursor.execute(f"SELECT \* FROM users WHERE id = {user\_id}") # Go... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-requesting-code-review.md | main | hermes-agent | [
-0.034137364476919174,
0.0017078866949304938,
-0.04015422984957695,
0.020422788336873055,
0.0039051847998052835,
-0.07992235571146011,
0.0871504545211792,
0.04681248217821121,
-0.05381094291806221,
0.05157005414366722,
-0.0008079257677309215,
-0.038105159997940063,
0.10821915417909622,
-0.... | 0.015852 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Plan Plan mode: write markdown plan to .hermes/plans/, no exec. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `skills/software-de... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-plan.md | main | hermes-agent | [
-0.05247638747096062,
0.053969770669937134,
-0.017074167728424072,
0.0007111943559721112,
0.030653107911348343,
-0.039725154638290405,
-0.04669909551739693,
-0.004181671887636185,
-0.061445046216249466,
0.02032461389899254,
0.0005529145710170269,
0.052011288702487946,
0.01050445158034563,
... | 0.059814 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Test Driven Development TDD: enforce RED-GREEN-REFACTOR, tests before code. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `skills... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-test-driven-development.md | main | hermes-agent | [
-0.10908851027488708,
0.0011274359421804547,
-0.06057872623205185,
0.026363492012023926,
0.022767899557948112,
-0.07082787901163101,
-0.03266197815537453,
0.005640557501465082,
-0.10441821813583374,
0.06054941937327385,
0.027163086459040642,
0.03828348591923714,
0.03390225023031235,
0.0111... | 0.073191 |
tests/test\_feature.py::test\_specific\_behavior -v # Then run ALL tests to check for regressions pytest tests/ -q ``` Confirm: - Test passes - Other tests still pass - Output pristine (no errors, warnings) \*\*Test fails?\*\* Fix the code, not the test. \*\*Other tests fail?\*\* Fix regressions now. ### REFACTOR — Cle... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-test-driven-development.md | main | hermes-agent | [
-0.07671713083982468,
0.02219828963279724,
0.06365569680929184,
0.06630383431911469,
0.022288698703050613,
-0.02145308628678322,
-0.020084289833903313,
0.03955509513616562,
-0.09867137670516968,
0.03444717824459076,
0.02819717302918434,
0.0420822948217392,
0.0034996201284229755,
0.08624622... | 0.001986 |
doing any of these, delete the code and restart with TDD: - Code before test - Test after implementation - Test passes immediately on first run - Can't explain why test failed - Tests added "later" - Rationalizing "just this once" - "I already manually tested it" - "Tests after achieve the same purpose" - "Keep as refe... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-test-driven-development.md | main | hermes-agent | [
-0.0307087954133749,
-0.0166790708899498,
-0.006233046296983957,
0.03468933328986168,
0.05516854301095009,
-0.07552657276391983,
0.015845781192183495,
-0.034196626394987106,
-0.05681072920560837,
0.05076374486088753,
0.06581717729568481,
0.02711469493806362,
0.04826980084180832,
0.01769275... | -0.00774 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Spike Throwaway experiments to validate an idea before build. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `skills/software-deve... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-spike.md | main | hermes-agent | [
-0.1171008050441742,
0.0039025454316288233,
-0.0029116200748831034,
-0.013413798995316029,
0.040312595665454865,
-0.04953848570585251,
0.00850310642272234,
0.00005796453115181066,
-0.07702545076608658,
0.021852029487490654,
0.01801028847694397,
0.030003361403942108,
0.06780238449573517,
-0... | 0.082785 |
idea as a single spike. ### 2. Align (for multi-spike ideas) Present the spike table. Ask: "Build all in this order, or adjust?" Let the user drop, reorder, or re-frame before you write any code. ### 3. Research (per spike, before building) Spikes are not research-free — you research enough to pick the right approach, ... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-spike.md | main | hermes-agent | [
-0.0652582198381424,
-0.04158488288521767,
0.01306168269366026,
0.004047298338264227,
0.04180136322975159,
-0.018499385565519333,
0.030090147629380226,
0.05891178548336029,
-0.022078173235058784,
0.05803082510828972,
-0.018263038247823715,
0.015740323811769485,
0.03616395220160484,
-0.0141... | 0.10504 |
## Head-to-head: pdfjs vs camelot | Dimension | pdfjs (002a) | camelot (002b) | |-----------|--------------|----------------| | Extraction quality | 9/10 structured | 7/10 table-only | | Setup complexity | npm install, 1 line | pip + ghostscript | | Perf on 100-page PDF | 3s | 18s | | Handles rotated text | no | yes | ... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-spike.md | main | hermes-agent | [
-0.08668690174818039,
-0.0366203598678112,
-0.06773103773593903,
-0.012212770991027355,
0.06200040504336357,
-0.04171266034245491,
-0.005100428592413664,
0.004547370597720146,
-0.035249724984169006,
0.02995627373456955,
0.024371199309825897,
0.05468655377626419,
0.08874940872192383,
0.0301... | -0.017126 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Hermes Agent Skill Authoring Author in-repo SKILL.md: frontmatter, validator, structure. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | P... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-hermes-agent-skill-authoring.md | main | hermes-agent | [
-0.085844025015831,
0.013954722322523594,
-0.06547253578901291,
0.007629196159541607,
-0.00042064182343892753,
-0.042725276201963425,
-0.025194311514496803,
-0.028705598786473274,
-0.06736552715301514,
0.04405445232987404,
0.004184336867183447,
0.042186982929706573,
0.06321009248495102,
-0... | 0.073321 |
existing category. Don't invent new top-level categories casually. ## Workflow 1. \*\*Survey peers\*\* in the target category: ``` ls skills/<category>/ ``` Read 2-3 peer SKILL.md files to match tone and structure. 2. \*\*Check validator constraints\*\* in `tools/skill\_manager\_tool.py` if unsure. 3. \*\*Draft\*\* wit... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-hermes-agent-skill-authoring.md | main | hermes-agent | [
-0.03407500684261322,
0.029863381758332253,
-0.020673388615250587,
0.006490141618996859,
-0.012881194241344929,
-0.04614431783556938,
-0.025723224505782127,
-0.08903703838586807,
-0.07277780026197433,
-0.033728618174791336,
-0.021270915865898132,
-0.0699210837483406,
0.020779846236109734,
... | -0.009848 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Systematic Debugging 4-phase root cause debugging: understand bugs before fixing. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-systematic-debugging.md | main | hermes-agent | [
-0.07745304703712463,
0.013783957809209824,
-0.03373707830905914,
0.042542971670627594,
0.03362109139561653,
-0.11074171960353851,
-0.04665152356028557,
0.02176366001367569,
-0.1244221031665802,
0.04903937131166458,
0.01995456963777542,
0.0176401324570179,
0.02483063004910946,
0.0124327130... | 0.091195 |
identify the failing component. THEN investigate that specific component. ### 5. Trace Data Flow \*\*WHEN error is deep in the call stack:\*\* - Where does the bad value originate? - What called this function with the bad value? - Keep tracing upstream until you find the source - Fix at the source, not at the symptom \... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-systematic-debugging.md | main | hermes-agent | [
-0.05894055590033531,
-0.05045204237103462,
0.03114916943013668,
0.08658834546804428,
0.060268111526966095,
-0.08274181932210922,
0.039736442267894745,
0.05398249253630638,
0.0011063360143452883,
0.01144183799624443,
-0.01563030481338501,
0.018276378512382507,
-0.001246431958861649,
0.0360... | 0.013031 |
Fixes require "massive refactoring" to implement - Each fix creates new symptoms elsewhere \*\*STOP and question fundamentals:\*\* - Is this pattern fundamentally sound? - Are we "sticking with it through sheer inertia"? - Should we refactor the architecture vs. continue fixing symptoms? \*\*Discuss with the user befor... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-systematic-debugging.md | main | hermes-agent | [
-0.1375552862882614,
0.031371161341667175,
0.10274887084960938,
0.01079584565013647,
-0.010085259564220905,
-0.0716085433959961,
0.021756479516625404,
0.0020275914575904608,
-0.06339465081691742,
0.043963972479104996,
-0.0039697750471532345,
-0.057971250265836716,
-0.009046124294400215,
-0... | 0.073861 |
### With test-driven-development When fixing bugs: 1. Write a test that reproduces the bug (RED) 2. Debug systematically to find root cause 3. Fix the root cause (GREEN) 4. The test proves the fix and prevents regression ## Real-World Impact From debugging sessions: - Systematic approach: 15-30 minutes to fix - Random ... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-systematic-debugging.md | main | hermes-agent | [
-0.058329228311777115,
0.023956671357154846,
0.07875802367925644,
0.061648160219192505,
0.016388725489377975,
-0.0748453140258789,
-0.043558795005083084,
0.04890710487961769,
-0.06626225262880325,
0.057083334773778915,
-0.016625290736556053,
-0.01783514954149723,
-0.0021475169342011213,
-0... | 0.099426 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Python Debugpy Debug Python: pdb REPL + debugpy remote (DAP). ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `skills/software-deve... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-python-debugpy.md | main | hermes-agent | [
-0.11810702830553055,
0.008244424127042294,
-0.04470924660563469,
-0.005222872365266085,
0.0019026645459234715,
-0.09938301891088486,
-0.06528764963150024,
0.007024745456874371,
-0.12989313900470734,
0.03740222752094269,
0.01321056205779314,
0.002658607205376029,
0.02725311927497387,
-0.05... | 0.027159 |
= 42` from the `(Pdb)` prompt to mutate. ## Recipe 1: Local breakpoint Easiest. Edit the file: ```python def compute(x, y): result = some\_helper(x) breakpoint() # <-- drops into pdb here return result + y ``` Run the code normally. You land at the `breakpoint()` line with full access to locals. \*\*Don't forget to rem... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-python-debugpy.md | main | hermes-agent | [
-0.06450111418962479,
-0.004047018010169268,
0.009217853657901287,
-0.030062129721045494,
0.0151515519246459,
-0.07298924028873444,
-0.073650062084198,
0.08532585203647614,
-0.03865615278482437,
0.03079075738787651,
0.004829017445445061,
-0.03580046445131302,
0.0327320359647274,
-0.0319270... | -0.007479 |
def recv(): header = b"" while b"\r\n\r\n" not in header: header += s.recv(1) length = int(header.decode().split("Content-Length:")[1].split("\r\n")[0].strip()) body = b"" while len(body) < length: body += s.recv(length - len(body)) return json.loads(body) send({"type": "request", "command": "initialize", "arguments": ... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-python-debugpy.md | main | hermes-agent | [
-0.0964115709066391,
0.06207917630672455,
-0.005077012348920107,
-0.008372531272470951,
-0.07406357675790787,
-0.0998758003115654,
-0.0027988541405647993,
0.030504420399665833,
-0.028907831758260727,
-0.0427742674946785,
-0.019851787015795708,
-0.002130875363945961,
0.04390079155564308,
0.... | 0.023836 |
thread. 7. \*\*asyncio.\*\* `pdb` works in coroutines but `await` inside pdb requires Python 3.13+ or `await` from `interact` mode on older versions. For 3.11/3.12, use `asyncio.run\_coroutine\_threadsafe` tricks or `!stmt`-based awaits via `asyncio.ensure\_future`. 8. \*\*`scripts/run\_tests.sh` strips credentials and... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-python-debugpy.md | main | hermes-agent | [
-0.0614984892308712,
-0.010805160738527775,
-0.02933499775826931,
0.015860863029956818,
-0.03912033140659332,
-0.14083461463451385,
-0.10081865638494492,
0.013600397855043411,
-0.07008279860019684,
0.004067888017743826,
0.026056524366140366,
-0.1053008958697319,
-0.055954620242118835,
0.00... | 0.001325 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Debugging Hermes Tui Commands Debug Hermes TUI slash commands: Python, gateway, Ink UI. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Pa... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-debugging-hermes-tui-commands.md | main | hermes-agent | [
-0.11165054142475128,
0.008658595383167267,
-0.05378727614879608,
0.026700638234615326,
0.022899607196450233,
-0.09740929305553436,
-0.010420008562505245,
-0.03525317460298538,
-0.11087878793478012,
0.039220262318849564,
0.018699368461966515,
-0.002265991410240531,
0.04577863588929176,
-0.... | 0.121493 |
if canonical == "commandname": return await self.\_handle\_commandname(event) ``` ## Common Issues 1. \*\*Command shows in TUI but not in autocomplete.\*\* The command is defined in the TUI codebase but missing from `COMMAND\_REGISTRY` in `hermes\_cli/commands.py`. Autocomplete data ships from Python. 2. \*\*Command sh... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-debugging-hermes-tui-commands.md | main | hermes-agent | [
-0.07799385488033295,
-0.039622481912374496,
-0.01471905130892992,
0.052947040647268295,
-0.058679964393377304,
-0.054506074637174606,
0.06707422435283661,
0.008292618207633495,
-0.03312085568904877,
0.010701657272875309,
0.0004823126655537635,
-0.07749442011117935,
0.020350560545921326,
0... | 0.14865 |
the command is also gateway-available, test it from at least one messaging platform (or run the gateway tests: `scripts/run\_tests.sh tests/gateway/`). | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-debugging-hermes-tui-commands.md | main | hermes-agent | [
0.015789447352290154,
-0.0320274718105793,
-0.06316591054201126,
0.027155835181474686,
0.032902635633945465,
-0.0950046107172966,
-0.0354536771774292,
0.0011306451633572578,
0.010129543021321297,
0.01123933494091034,
0.022064050659537315,
-0.0044753532856702805,
-0.00527165038511157,
0.020... | 0.136054 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Hermes S6 Container Supervision Modify, debug, or extend the s6-overlay supervision tree inside the Hermes Agent Docker image — adding new services, debugging profile gat... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-hermes-s6-container-supervision.md | main | hermes-agent | [
-0.04810311645269394,
0.04563140869140625,
-0.057368308305740356,
-0.019783029332756996,
0.06711050122976303,
-0.029817216098308563,
-0.028834547847509384,
-0.04525088518857956,
-0.09743474423885345,
0.016592934727668762,
-0.009049681015312672,
-0.008693786337971687,
0.06228776276111603,
-... | 0.109701 |
`exec sleep infinity` unless `HERMES\_DASHBOARD` is truthy. | | `docker/entrypoint.sh` | Back-compat shim that `exec`s the stage2 hook. External scripts that hard-coded the old entrypoint path still work. | | `hermes\_cli/service\_manager.py` | `S6ServiceManager`: `register\_profile\_gateway`, `unregister\_profile\_gat... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-hermes-s6-container-supervision.md | main | hermes-agent | [
-0.015429052524268627,
-0.01788124069571495,
-0.057442806661129,
0.002977497410029173,
0.03587161749601364,
-0.0254763662815094,
-0.03834454342722893,
0.021637961268424988,
0.013979383744299412,
-0.02728070691227913,
-0.01988709531724453,
0.0027246871031820774,
0.016003623604774475,
-0.018... | 0.095597 |
tests/docker/ -v # Expect 19 passed, 0 xfailed against the s6 image ``` The harness lives in `tests/docker/` and skips when Docker isn't available. The per-test timeout is bumped to 180s (see `tests/docker/conftest.py`). ## Common pitfalls ### "command not found" via `docker exec` `/command/` (where s6-overlay puts its... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/software-development/software-development-hermes-s6-container-supervision.md | main | hermes-agent | [
-0.014834758825600147,
0.04714975878596306,
-0.051759421825408936,
-0.0023694955743849277,
0.08337543159723282,
-0.08616182208061218,
-0.0974651351571083,
0.018240911886096,
-0.014409801922738552,
0.0016719811828806996,
0.013756103813648224,
-0.022196026518940926,
0.0322718620300293,
0.021... | 0.038521 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Segment Anything Model SAM: zero-shot image segmentation via points, boxes, masks. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | ... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/mlops/mlops-models-segment-anything.md | main | hermes-agent | [
-0.0674523413181305,
0.004716993309557438,
-0.017460517585277557,
-0.005846715997904539,
0.018986856564879417,
-0.061981625854969025,
0.021469634026288986,
-0.02117318846285343,
-0.014468410983681679,
-0.0029610286001116037,
0.036854952573776245,
0.019944945350289345,
0.0022351357620209455,
... | 0.140781 |
│ │ │ Image Embeddings Prompt Embeddings Masks + IoU (computed once) (per prompt) predictions ``` ### Model variants | Model | Checkpoint | Size | Speed | Accuracy | |-------|------------|------|-------|----------| | ViT-H | `vit\_h` | 2.4 GB | Slowest | Best | | ViT-L | `vit\_l` | 1.2 GB | Medium | Good | | ViT-B | `v... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/mlops/mlops-models-segment-anything.md | main | hermes-agent | [
0.04312887787818909,
-0.013237947598099709,
0.005304498132318258,
0.01379217579960823,
0.09537213295698166,
-0.022372858598828316,
-0.00025531172286719084,
0.030587758868932724,
-0.002977186581119895,
-0.02805851213634014,
-0.01566864177584648,
-0.08914709091186523,
0.05223000794649124,
-0... | 0.053816 |
sam\_onnx.onnx \ --return-single-mask ``` ### Use ONNX model ```python import onnxruntime # Load ONNX model ort\_session = onnxruntime.InferenceSession("sam\_onnx.onnx") # Run inference (image embeddings computed separately) masks = ort\_session.run( None, { "image\_embeddings": image\_embeddings, "point\_coords": poin... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/mlops/mlops-models-segment-anything.md | main | hermes-agent | [
-0.05594329908490181,
-0.024846399202942848,
-0.005283858627080917,
-0.03236774355173111,
0.07032937556505203,
0.00026400460046716034,
0.0432029664516449,
-0.01564745046198368,
0.00011799436470028013,
-0.031151045113801956,
-0.009609838016331196,
-0.09039018303155899,
0.06355468183755875,
... | 0.049545 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Evaluating Llms Harness lm-eval-harness: benchmark LLMs (MMLU, GSM8K, etc.). ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `skill... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/mlops/mlops-evaluation-lm-evaluation-harness.md | main | hermes-agent | [
-0.040817588567733765,
-0.008753092028200626,
-0.04360625147819519,
-0.003716167062520981,
0.00026025986880995333,
-0.013936832547187805,
-0.022563902661204338,
0.008242029696702957,
-0.1077982485294342,
0.013502318412065506,
0.019613316282629967,
-0.03162459656596184,
0.06272155791521072,
... | 0.130263 |
] Step 2: Choose quick benchmarks - [ ] Step 3: Automate evaluation - [ ] Step 4: Plot learning curves ``` \*\*Step 1: Set up periodic evaluation\*\* Evaluate every N training steps: ```bash #!/bin/bash # eval\_checkpoint.sh CHECKPOINT\_DIR=$1 STEP=$2 lm\_eval --model hf \ --model\_args pretrained=$CHECKPOINT\_DIR/chec... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/mlops/mlops-evaluation-lm-evaluation-harness.md | main | hermes-agent | [
-0.02899225428700447,
0.004018629901111126,
-0.07003814727067947,
0.015064056031405926,
0.03348951414227486,
-0.046345751732587814,
-0.0023624373134225607,
0.023884525522589684,
-0.09308189898729324,
-0.041309379041194916,
0.004489645827561617,
-0.028458265587687492,
0.016114208847284317,
... | 0.061577 |
\ --model\_args pretrained=meta-llama/Llama-2-7b-hf \ --tasks mmlu \ --batch\_size 8 # vLLM: ~15-20 minutes for MMLU on 7B model lm\_eval --model vllm \ --model\_args pretrained=meta-llama/Llama-2-7b-hf,tensor\_parallel\_size=2 \ --tasks mmlu \ --batch\_size auto ``` ## When to use vs alternatives \*\*Use lm-evaluation... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/mlops/mlops-evaluation-lm-evaluation-harness.md | main | hermes-agent | [
-0.012079468928277493,
-0.04204673320055008,
-0.021362189203500748,
0.03513510525226593,
0.02852449007332325,
0.02950352616608143,
-0.10501638054847717,
0.035879701375961304,
-0.07014364749193192,
-0.025871284306049347,
-0.012104871682822704,
-0.08624611049890518,
-0.02653374709188938,
-0.... | 0.088836 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Audiocraft Audio Generation AudioCraft: MusicGen text-to-music, AudioGen text-to-sound. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Pa... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/mlops/mlops-models-audiocraft.md | main | hermes-agent | [
-0.05119834840297699,
-0.033913228660821915,
-0.01892903260886669,
-0.027232671156525612,
-0.01928781159222126,
0.0008545037708245218,
0.01823141984641552,
-0.06405051052570343,
-0.052468154579401016,
-0.03366588428616524,
-0.003914907108992338,
-0.02280593477189541,
-0.011892859824001789,
... | 0.132999 |
+ melody | Melody conditioning | | `musicgen-melody-large` | 3.3B | Text + melody | Best melody | | `musicgen-stereo-\*` | Varies | Stereo output | Stereo generation | | `musicgen-style` | 1.5B | Style transfer | Reference-based | | `audiogen-medium` | 1.5B | Text-to-sound | Sound effects | ### Generation parameters | ... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/mlops/mlops-models-audiocraft.md | main | hermes-agent | [
0.0019235563231632113,
-0.03760424256324768,
-0.03413299471139908,
-0.029660096392035484,
-0.00553886080160737,
0.047987665981054306,
0.042722899466753006,
0.00728329224511981,
-0.08432426303625107,
-0.056487370282411575,
-0.01806521601974964,
-0.1080128476023674,
0.03845874220132828,
-0.1... | 0.125466 |
sr != 32000: resampler = torchaudio.transforms.Resample(sr, 32000) wav = resampler(wav) # Encode to tokens with torch.no\_grad(): encoded = model.encode(wav.unsqueeze(0)) codes = encoded[0] # Audio codes # Decode back to audio with torch.no\_grad(): decoded = model.decode(codes) torchaudio.save("reconstructed.wav", dec... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/mlops/mlops-models-audiocraft.md | main | hermes-agent | [
-0.025441044941544533,
-0.0941828191280365,
-0.01744542457163334,
-0.006091929506510496,
-0.03309144079685211,
-0.038022615015506744,
-0.04589105024933815,
-0.027527406811714172,
-0.025095898658037186,
-0.0902736559510231,
-0.03638701140880585,
-0.07244519144296646,
-0.07959209382534027,
-... | 0.061833 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Serving Llms Vllm vLLM: high-throughput LLM serving, OpenAI API, quantization. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `ski... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/mlops/mlops-inference-vllm.md | main | hermes-agent | [
-0.06848085671663284,
-0.010939020663499832,
-0.05438106134533882,
-0.004284340422600508,
-0.002951190574094653,
-0.06084037199616432,
-0.011867186054587364,
-0.04092663526535034,
-0.0340680256485939,
0.009433482773602009,
0.00591688696295023,
-0.003862855490297079,
0.010353525169193745,
-... | 0.158899 |
overhead. Copy this checklist: ``` Batch Processing: - [ ] Step 1: Prepare input data - [ ] Step 2: Configure LLM engine - [ ] Step 3: Run batch inference - [ ] Step 4: Process results ``` \*\*Step 1: Prepare input data\*\* ```python # Load prompts from file prompts = [] with open("prompts.txt") as f: prompts = [line.s... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/mlops/mlops-inference-vllm.md | main | hermes-agent | [
0.002668155124410987,
0.00687553221359849,
-0.0715734139084816,
0.0007219133549369872,
0.011062229983508587,
-0.0643046572804451,
-0.021985536441206932,
0.04977303370833397,
-0.06132759153842926,
-0.03356880322098732,
-0.04655785113573074,
-0.04256688058376312,
0.01359438057988882,
-0.0938... | 0.046399 |
DRAFT\_MODEL ``` ## Advanced topics \*\*Server deployment patterns\*\*: See [references/server-deployment.md](https://github.com/NousResearch/hermes-agent/blob/main/skills/mlops/inference/vllm/references/server-deployment.md) for Docker, Kubernetes, and load balancing configurations. \*\*Performance optimization\*\*: S... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/mlops/mlops-inference-vllm.md | main | hermes-agent | [
-0.04319794848561287,
0.035789962857961655,
-0.0356910303235054,
-0.006536894477903843,
-0.08497656881809235,
-0.0393243208527565,
-0.03544559329748154,
-0.020625632256269455,
-0.01679249294102192,
0.02785731665790081,
-0.035547398030757904,
-0.006237243767827749,
0.006661547347903252,
-0.... | 0.145495 |
{/\* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. \*/} # Weights And Biases W&B: log ML experiments, sweeps, model registry, dashboards. ## Skill metadata | | | |---|---| | Source | Bundled (installed by default) | | Path | `sk... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/mlops/mlops-evaluation-weights-and-biases.md | main | hermes-agent | [
-0.08831164240837097,
-0.01729566790163517,
-0.05418795719742775,
0.009406770579516888,
-0.037564508616924286,
-0.05874694511294365,
0.012708274647593498,
-0.05881299078464508,
-0.05804036185145378,
0.00464704679325223,
-0.019468044862151146,
-0.026775484904646873,
0.0425102561712265,
-0.0... | 0.157071 |
[wandb.Image(img) for img in images]}) # Log histograms wandb.log({"gradients": wandb.Histogram(gradients)}) # Log tables table = wandb.Table(columns=["id", "prediction", "ground\_truth"]) wandb.log({"predictions": table}) ``` ### 4. Model Checkpointing ```python import torch import wandb # Save model checkpoint checkp... | https://github.com/NousResearch/hermes-agent/blob/main/website/docs/user-guide/skills/bundled/mlops/mlops-evaluation-weights-and-biases.md | main | hermes-agent | [
-0.025974681600928307,
-0.033863820135593414,
-0.014211681671440601,
0.04004811868071556,
0.0261819027364254,
-0.02584756352007389,
0.01563206873834133,
0.03327342867851257,
-0.05888712778687477,
-0.035113006830215454,
0.006203750614076853,
-0.014059172943234444,
0.05256979912519455,
-0.03... | 0.010279 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.