{"schema_version":"onlylabs.public_signal.v1","title":"Makora Repo: makora-ai/aiagent_playground","description":"Makora repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/515efaa5-8c60-41c3-9e1e-33a19cb03c14","json_url":"https://onlylabs.fyi/signals/515efaa5-8c60-41c3-9e1e-33a19cb03c14/signal.json","generated_at":"2026-06-11T04:08:24.554832+00:00","org":{"slug":"makora","name":"Makora","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/makora","dossier_json_url":"https://onlylabs.fyi/labs/makora/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/515efaa5-8c60-41c3-9e1e-33a19cb03c14","signal_json":"https://onlylabs.fyi/signals/515efaa5-8c60-41c3-9e1e-33a19cb03c14/signal.json","source":"https://github.com/makora-ai/aiagent_playground","lab_dossier":"https://onlylabs.fyi/labs/makora","lab_dossier_json":"https://onlylabs.fyi/labs/makora/dossier.json","analysis":"https://onlylabs.fyi/analysis/makora","analysis_json":"https://onlylabs.fyi/analysis/makora/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/makora/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Makora published makora-ai/aiagent_playground (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo makora-ai/aiagent_playground · language Python · Low traction, trivial new repo. onlylabs links this event to 1 captured evidence page and 5 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/makora-ai/aiagent_playground","source_host":"github.com","occurred_at":"2025-02-10T19:36:39+00:00","first_seen_at":"2026-06-05T22:32:19.171838+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Makora","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"makora-ai/aiagent_playground","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"label":"Notability","value":"Low traction, trivial new repo","source":"signal"},{"label":"Watch term","value":"Agents and tool use","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/makora-ai/aiagent_playground"],"related_signals":5,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:08:24.554832+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/515efaa5-8c60-41c3-9e1e-33a19cb03c14/signal.json","dossier_json":"https://onlylabs.fyi/labs/makora/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/makora/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/makora/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 5 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/515efaa5-8c60-41c3-9e1e-33a19cb03c14/signal.json","required":true},{"label":"source","url":"https://github.com/makora-ai/aiagent_playground","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/makora/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/makora/evidence.json","required":true},{"label":"topic_signals_json","url":null,"required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Makora's repo signal \"makora-ai/aiagent_playground\" for neocloud strategy."},"semantic_triples":[{"subject":"Makora","predicate":"published repo","object":"makora-ai/aiagent_playground","text":"Makora published repo makora-ai/aiagent_playground."},{"subject":"makora-ai/aiagent_playground","predicate":"is classified as","object":"repo signal","text":"makora-ai/aiagent_playground is classified as repo signal."},{"subject":"makora-ai/aiagent_playground","predicate":"belongs to","object":"repos desk","text":"makora-ai/aiagent_playground belongs to repos desk."},{"subject":"makora-ai/aiagent_playground","predicate":"has context","object":"Python","text":"makora-ai/aiagent_playground has context Python."},{"subject":"makora-ai/aiagent_playground","predicate":"has evidence coverage","object":"1 captured evidence page","text":"makora-ai/aiagent_playground has evidence coverage 1 captured evidence page."},{"subject":"makora-ai/aiagent_playground","predicate":"has captured page count","object":"1","text":"makora-ai/aiagent_playground has captured page count 1."},{"subject":"makora-ai/aiagent_playground","predicate":"has readable page count","object":"1","text":"makora-ai/aiagent_playground has readable page count 1."},{"subject":"makora-ai/aiagent_playground","predicate":"has related signal count","object":"5","text":"makora-ai/aiagent_playground has related signal count 5."},{"subject":"makora-ai/aiagent_playground","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"makora-ai/aiagent_playground has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"makora-ai/aiagent_playground","predicate":"has source host","object":"github.com","text":"makora-ai/aiagent_playground has source host github.com."},{"subject":"makora-ai/aiagent_playground","predicate":"has lab","object":"Makora","text":"makora-ai/aiagent_playground has lab Makora."},{"subject":"makora-ai/aiagent_playground","predicate":"has signal desk","object":"repos","text":"makora-ai/aiagent_playground has signal desk repos."},{"subject":"makora-ai/aiagent_playground","predicate":"has source host","object":"github.com","text":"makora-ai/aiagent_playground has source host github.com."},{"subject":"makora-ai/aiagent_playground","predicate":"has repository","object":"makora-ai/aiagent_playground","text":"makora-ai/aiagent_playground has repository makora-ai/aiagent_playground."},{"subject":"makora-ai/aiagent_playground","predicate":"has language","object":"Python","text":"makora-ai/aiagent_playground has language Python."},{"subject":"makora-ai/aiagent_playground","predicate":"has stars","object":"1","text":"makora-ai/aiagent_playground has stars 1."},{"subject":"makora-ai/aiagent_playground","predicate":"has notability","object":"Low traction, trivial new repo","text":"makora-ai/aiagent_playground has notability Low traction, trivial new repo."},{"subject":"makora-ai/aiagent_playground","predicate":"has watch term","object":"Agents and tool use","text":"makora-ai/aiagent_playground has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"repos","answer":"Makora published makora-ai/aiagent_playground (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo makora-ai/aiagent_playground · language Python · Low traction, trivial new repo. onlylabs links this event to 1 captured evidence page and 5 related repo signals.","semantic_triples":[{"subject":"Makora","predicate":"published repo","object":"makora-ai/aiagent_playground","text":"Makora published repo makora-ai/aiagent_playground."},{"subject":"makora-ai/aiagent_playground","predicate":"is classified as","object":"repo signal","text":"makora-ai/aiagent_playground is classified as repo signal."},{"subject":"makora-ai/aiagent_playground","predicate":"belongs to","object":"repos desk","text":"makora-ai/aiagent_playground belongs to repos desk."},{"subject":"makora-ai/aiagent_playground","predicate":"has context","object":"Python","text":"makora-ai/aiagent_playground has context Python."},{"subject":"makora-ai/aiagent_playground","predicate":"has evidence coverage","object":"1 captured evidence page","text":"makora-ai/aiagent_playground has evidence coverage 1 captured evidence page."}]},"signal":{"id":"515efaa5-8c60-41c3-9e1e-33a19cb03c14","url":"https://onlylabs.fyi/signals/515efaa5-8c60-41c3-9e1e-33a19cb03c14","json_url":"https://onlylabs.fyi/signals/515efaa5-8c60-41c3-9e1e-33a19cb03c14/signal.json","source_url":"https://github.com/makora-ai/aiagent_playground","title":"makora-ai/aiagent_playground","summary":"Makora published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"makora","name":"Makora","category":"neocloud"},"occurred_at":"2025-02-10T19:36:39+00:00","first_seen_at":"2026-06-05T22:32:19.171838+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/makora-ai/aiagent_playground"]},"facets":{"repo":"makora-ai/aiagent_playground","language":"Python"},"traction":{"github_stars":1,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/makora-ai/aiagent_playground","final_url":"https://github.com/makora-ai/aiagent_playground","title":"makora-ai/aiagent_playground repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:08:24.554832+00:00","bytes":13633,"raw_path":"dc2c04d79377dcc69a9d8ba58952b407b14160aec47e506e17629489e10e7ecc.json","content_hash":"9e466fbf3343295b8552531fe36b2ac73c7893de5d4c1f2d012811b19327c61b","excerpt_chars":1200,"truncated":true,"excerpt":"makora-ai/aiagent_playground Language: Python Stars: 1 Forks: 1 Open issues: 0 Created: 2025-02-10T19:36:39Z Pushed: 2025-02-12T11:13:04Z Default branch: main Fork: no Archived: no README: AI agent playground This repo provides a simple playground for an AI agent to work on low-level optimizations. It uses numba and LLVM, as well as 3 example simple functions, to provide the agent with an environment in which to act. Setup Please install requirements from the `requirements.txt` file. Usage The main flow is outlined in the `main.py` file, which expects one required argument (`--problem <id>`). When run, it will load one of the files under `problems/` (the one with the number specified as an argument) and will perform its task in the context of the loaded problem. Example: ``` python main.py --problem 1 ``` (Please run the command from the repo's main folder to avoid problems with imports). Each problem is described and interacted with using the `Problem` object that is loaded from the relevant file (each file has a global variable called `problem` that holds the objects). The `Problem` object exposes the following main attributes/functions to use: - `fn` - the source python..."},"evidence_pages":[{"url":"https://github.com/makora-ai/aiagent_playground","final_url":"https://github.com/makora-ai/aiagent_playground","title":"makora-ai/aiagent_playground repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:08:24.554832+00:00","bytes":13633,"raw_path":"dc2c04d79377dcc69a9d8ba58952b407b14160aec47e506e17629489e10e7ecc.json","content_hash":"9e466fbf3343295b8552531fe36b2ac73c7893de5d4c1f2d012811b19327c61b","excerpt_chars":1200,"truncated":true,"excerpt":"makora-ai/aiagent_playground Language: Python Stars: 1 Forks: 1 Open issues: 0 Created: 2025-02-10T19:36:39Z Pushed: 2025-02-12T11:13:04Z Default branch: main Fork: no Archived: no README: AI agent playground This repo provides a simple playground for an AI agent to work on low-level optimizations. It uses numba and LLVM, as well as 3 example simple functions, to provide the agent with an environment in which to act. Setup Please install requirements from the `requirements.txt` file. Usage The main flow is outlined in the `main.py` file, which expects one required argument (`--problem <id>`). When run, it will load one of the files under `problems/` (the one with the number specified as an argument) and will perform its task in the context of the loaded problem. Example: ``` python main.py --problem 1 ``` (Please run the command from the repo's main folder to avoid problems with imports). Each problem is described and interacted with using the `Problem` object that is loaded from the relevant file (each file has a global variable called `problem` that holds the objects). The `Problem` object exposes the following main attributes/functions to use: - `fn` - the source python..."}],"related_signals":[{"id":"356bb6de-a92a-4eb1-82f4-a84d0ecfee47","url":"https://onlylabs.fyi/signals/356bb6de-a92a-4eb1-82f4-a84d0ecfee47","source_url":"https://github.com/makora-ai/makora","title":"makora-ai/makora","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"makora","name":"Makora","category":"neocloud"},"occurred_at":"2026-02-26T17:36:55+00:00","first_seen_at":"2026-06-05T22:32:19.171838+00:00","date_source":"source"},{"id":"995695a2-b823-42d4-abce-17df1edd1f3b","url":"https://onlylabs.fyi/signals/995695a2-b823-42d4-abce-17df1edd1f3b","source_url":"https://github.com/makora-ai/kernels","title":"makora-ai/kernels","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"makora","name":"Makora","category":"neocloud"},"occurred_at":"2025-12-10T19:00:32+00:00","first_seen_at":"2026-06-05T22:32:19.171838+00:00","date_source":"source"},{"id":"373a0500-eaea-4c6b-ac9f-ed1ebfa9355e","url":"https://onlylabs.fyi/signals/373a0500-eaea-4c6b-ac9f-ed1ebfa9355e","source_url":"https://github.com/makora-ai/flash-moe","title":"makora-ai/flash-moe","context":"C++","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"makora","name":"Makora","category":"neocloud"},"occurred_at":"2025-09-18T16:37:05+00:00","first_seen_at":"2026-06-05T22:32:19.171838+00:00","date_source":"source"},{"id":"8f136de4-95f9-4a8a-ae3a-0cc6b3e6051a","url":"https://onlylabs.fyi/signals/8f136de4-95f9-4a8a-ae3a-0cc6b3e6051a","source_url":"https://github.com/makora-ai/mako-generate-agent-playground","title":"makora-ai/mako-generate-agent-playground","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"makora","name":"Makora","category":"neocloud"},"occurred_at":"2025-09-17T11:45:58+00:00","first_seen_at":"2026-06-05T22:32:19.171838+00:00","date_source":"source"},{"id":"0a85d69b-a06d-441d-87f6-53cfca444e16","url":"https://onlylabs.fyi/signals/0a85d69b-a06d-441d-87f6-53cfca444e16","source_url":"https://github.com/makora-ai/gpuq","title":"makora-ai/gpuq","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"makora","name":"Makora","category":"neocloud"},"occurred_at":"2024-11-15T13:56:54+00:00","first_seen_at":"2026-06-05T22:32:19.171838+00:00","date_source":"source"}]}