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1,https://github.com/GNOME/gnumeric.git,e55637660d858ffc2b49f2c1d0be40dfeb9f8f4e,What interesting data structures are in this?
2,https://github.com/anthropics/skills.git,1ed29a03dc852d30fa6ef2ca53a67dc2c2c2c563,Does firefox support webrtc?
3,https://github.com/anthropics/skills.git,1ed29a03dc852d30fa6ef2ca53a67dc2c2c2c563,What is RAG
4,https://github.com/badlogic/pi-mono.git,0091857f8b2e908bd6e269b1fbd4ce2e93a2f794,How is it doing I/O
5,https://github.com/badlogic/pi-mono.git,0091857f8b2e908bd6e269b1fbd4ce2e93a2f794,explain arch
6,https://github.com/badlogic/pi-mono.git,0091857f8b2e908bd6e269b1fbd4ce2e93a2f794,what do you think of pi-mono?
7,https://github.com/badlogic/pi-mono.git,b170341b14efa46b5a7164ca6c5aab3028bade32,How does one refresh the list of models shown by pi coding agent cli
8,https://github.com/berezhinskiy/ecoflow_exporter.git,b0fdd89a5cf6a03c415fb8269995db8640527f65,What is this repo about?
9,https://github.com/berezhinskiy/ecoflow_exporter.git,b0fdd89a5cf6a03c415fb8269995db8640527f65,Explain the architecture
10,https://github.com/berezhinskiy/ecoflow_exporter.git,b0fdd89a5cf6a03c415fb8269995db8640527f65,hi
11,https://github.com/charmbracelet/crush.git,3bda767c6700db1ead64af01471b3e7b868a569f,how does this work?
12,https://github.com/charmbracelet/glow.git,752de97c5a331af0eed0c7b417462621bffa533e,can I use this tool to render any markdown output from the pi coding agent?
13,https://github.com/git/git.git,3e0db84c88c57e70ac8be8c196dfa92c5d656fbc,Are git submodules implemented in bash or C?
14,https://github.com/git/git.git,3e0db84c88c57e70ac8be8c196dfa92c5d656fbc,Why is the bash interface needed?
15,https://github.com/git/git.git,3e0db84c88c57e70ac8be8c196dfa92c5d656fbc,How do submodules mesh with worktrees?
16,https://github.com/git/git.git,3e0db84c88c57e70ac8be8c196dfa92c5d656fbc,What's the difference between `read_cache()` and `read_cache_preload()`? When to use one over the other?
17,https://github.com/git/git.git,3e0db84c88c57e70ac8be8c196dfa92c5d656fbc,What's the difference between loading the index and stat-ing the files? Also how can we know in advance how many files are there to check? What heuristic does the codebase use there?
18,https://github.com/git/git.git,3e0db84c88c57e70ac8be8c196dfa92c5d656fbc,What is `the_repository`?
19,https://github.com/kanflo/opendps.git,c52ebac30b4f04a34b9fd6393789e5cefa0167e7,What's' this project even about?
20,https://github.com/neenaoffline/litem8.git,bc2ffafe5b0a5a02287b81009bdeb586020a5ec6,What is this repo even about?
21,https://github.com/nicobailon/pi-subagents.git,4fc6162c8fb3d696c879b8a318f8ab099e20e4fb,I have installed this tool. How do I use this?
22,https://github.com/nicobailon/pi-subagents.git,4fc6162c8fb3d696c879b8a318f8ab099e20e4fb,how do I trigger the subagent from pi
23,https://github.com/nilenso/ask-forge.git,da4991248245786679d58c6d7d3aa3f455318ee5,Give me a glossary of project specific terms
24,https://github.com/nilenso/bean.git,93b9c29f51364b2b8f94f92126ba2da73cbd28d4,I believe there are some hacks in the frame spillage error calculation. Can you remind me what it is
25,https://github.com/nilenso/context-viewer.git,3e14474fe8022db45923b71184231d8b969928bc,what is the input data format required for parsing? Specifically for a jsonl file
26,https://github.com/nilenso/goose.git,1a88d683fe428b8019c63c0e07af45c691a68d5b,How can I quickly setup goose and get it up and running locally
27,https://github.com/nilenso/goose.git,1a88d683fe428b8019c63c0e07af45c691a68d5b,What are the trade-offs with choosing either Redis or RabbitMQ as the broker?
28,https://github.com/nilenso/leavebot.git,d49e35cb42320119ee0f97274843163332117185,does this work with discord?
29,https://github.com/nilenso/raj-onboarding.git,c2f24fa95e1a296686f3131c80b5d592b4374b98,"Analyse the clojure code in pnil, is it idiomatic?"
30,https://github.com/npike/ha-ecoflow-ble.git,0726ed4b20abfdb1b5da38df06f79fe66d6dbfe3,"Can this be run on a laptop, what kind of sensor data does it fetch? What actions can I perform on the device"
31,https://github.com/npike/ha-ecoflow-ble.git,0726ed4b20abfdb1b5da38df06f79fe66d6dbfe3,Does M1 air have BLE capabilities
32,https://github.com/npike/ha-ecoflow-ble.git,0726ed4b20abfdb1b5da38df06f79fe66d6dbfe3,can you give me python code which replicates this
33,https://github.com/openai/codex.git,7b28b350e17c8a000fb3f3fde1f4a1a5f99dd9ad,"Does the harness have special prompting for its ""pragmatic"" and ""friendly"" personalities?"
34,https://github.com/openai/codex.git,7b28b350e17c8a000fb3f3fde1f4a1a5f99dd9ad,What is standard and max variants?
35,https://github.com/rabits/ha-ef-ble.git,1f50e8fee93803ef187aa651aee680cd51111b63,"Give me python code to print all data it receives, using M1 air. I have installed bleak"
36,https://github.com/rabits/ha-ef-ble.git,1f50e8fee93803ef187aa651aee680cd51111b63,"➜ ecoflow python3 improved_ble.py
Traceback (most recent call last):
File ""/Users/yogiraj/ecoflow/improved_ble.py"", line 8, in <module>
from eflib import NewDevice
ModuleNotFoundError: No module named 'eflib'
➜ ecoflow pip3 install eflib
ERROR: Could not find a version that satisfies the requirement eflib (from versions: none)
ERROR: No matching distribution found for eflib
[notice] A new release of pip is available: 23.2.1 -> 26.0
[notice] To update, run: python3.11 -m pip install --upgrade pip"
37,https://github.com/tfidfwastaken/pi-web.git,bbc739b6e7524b1394ddfa2899f98c747909ba89,what is used for rendering markdown in user chat
38,https://github.com/tfidfwastaken/pi-web.git,bbc739b6e7524b1394ddfa2899f98c747909ba89,Is there a branch summary feature for the session tree?
39,https://github.com/tfidfwastaken/pi-web.git,bbc739b6e7524b1394ddfa2899f98c747909ba89,What would be needed to show the message preview on the session tree?
40,https://github.com/thedotmack/claude-mem.git,1341e93fcab15b9caf48bc947d8521b4a97515d8,How does this work?
41,https://github.com/thedotmack/claude-mem.git,b2ddf59db46cf380964379e9ba2d7279c67fc12b,who are the top 5 contributors to this repository in terms of commits
42,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what's the default LoRA rank and how do I change it?
43,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,how does the reward scoring break down across stages?
44,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,What happens when a completion has zero non-empty code lines?
45,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what's the timeout for type checking?
46,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,how does degenerate output detection work?
47,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what penalty does a degenerate output get?
48,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,"What optimizer is used on macOS vs Linux for GRPO training, and where is this decision made?"
49,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what are the default learning rates for GRPO vs SFT?
50,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,how are syntax errors detected in the compiler output?
51,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,How does the graduated type error scoring work? What score does a completion get if it has exactly 3 type errors?
52,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what score does a solution need to be considered passing in eval?
53,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what happens to the reward if type checking times out?
54,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,when does the system prepend the function signature to a completion?
55,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what do I need to set before I can start training?
56,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what does top_entropy_quantile do and where does the idea come from?
57,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,What is the default temperature for GRPO sampling and what are the different ways in which it can be overridden?
58,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what reward score do you get if type checking passes but compilation fails?
59,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what is the full lifecycle of a single training step from prompt to reward computation.
60,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what log files does GRPO training produce?
61,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,how do SFT and RLVR differ in how they handle the chat template?
62,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what's the default GPU memory utilization for the vLLM server?
63,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what columns does the dataset need for RLVR vs SFT?
64,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,How does the system handle checkpoint resumption during GRPO training? What happens to the LoRA config?
65,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what API endpoints does the dashboard expose?
66,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,how is the SFT dataset split into train and eval?
67,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,Trace what happens when you run 'make rlvr-train'. What scripts and processes are started?
68,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what GPU does the nix flake target?
69,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what does _ensure_cuda_driver do?
70,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,What happens when the tests_reward function cannot find the GRPO_TEST_RESULT pattern in stdout but the process exits with code 0?
71,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what's the default beta value and why is it set to 0?
72,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what's the difference between pass@1 and pass@All?
73,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,how does SFT training avoid catastrophic forgetting?
74,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what does the nix dev shell include?
75,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,how does the dashboard compute error rate trends?
76,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what training parameters should I tweak if I have a GPU with 100GB VRAM?
77,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,"if a model generates a perfect OCaml solution but wraps it in 6 code blocks with a paragraph of explanation after, what's the final reward?"
78,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,can a completion ever get a non-zero compile score but a zero type check score?
79,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what's the lowest possible non-zero reward a completion can get?
80,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,why does the reward system use ProcessPoolExecutor instead of threads for parallel scoring?
81,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,"if a test file has no assert statements at all, how does the partial credit system handle it?"
82,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,can a solution receive both a style penalty and a degenerate penalty?
83,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,"a model outputs just `failwith ""not implemented""` — walk me through the exact reward it gets"
84,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,what would happen if someone sets GRPO_NUM_GENERATIONS higher than GRPO_BATCH_SIZE?
85,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,the eval system and the RLVR training system both score completions — do they use the same reward logic or different implementations?
86,https://github.com/nilenso/grpo-trainer,5804a9a3ff2dc1bd727fb4399d07ecd490ef2ceb,why does the SFT system prompt say 'Respond only with runnable OCaml code' but the RLVR prompt template has detailed few-shot examples?
87,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,explain all things I need to know as a user of this library and nothing else.
88,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"What’s the default worker thread count, and where does Goose actually use it when building worker opts?"
89,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"What’s the default graceful shutdown time, and how does Redis shutdown differ from RabbitMQ shutdown?"
90,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"What’s the max RMQ delay Goose allows, and what error do I get if I go past it?"
91,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"Which queue names are protected, and how does spec validation stop me from using them directly?"
92,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"What Redis key prefixes does Goose use (queue, in-progress, process, heartbeat, batch), and who uses which?"
93,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,Why does Goose make me inject broker state instead of deriving it from config each call?
94,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"Why doesn’t Goose run a separate console server, and what function should my app mount instead?"
95,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"In RMQ mode, which Broker protocol methods are implemented, and which ones aren't?"
96,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,Can you walk me through `perform-async` from API call to actually applying the target function?
97,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"If a job is scheduled in the past, what does Redis do vs RabbitMQ, and which side of the queue gets used?"
98,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"What’s the exact RMQ wrapper order, and when does ACK happen relative to retry/dead handling?"
99,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,How does Goose decide whether to record execution vs scheduled vs cron vs retry latency?
100,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"When a Redis job fails, how is `:state` updated before Goose decides retry vs dead?"
101,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"In Goose, what does `retry-count` really mean, and how many total executions happen for `max-retries` 0 vs 5?"
102,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"Do Redis and RMQ retry boundary checks behave the same, or is there an edge-case mismatch?"
103,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"How does `retry-queue` turn into `ready-retry-queue`, and when does Goose route to it?"
104,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"What are the batch states, and exactly how are they computed from job counts?"
105,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,How does Redis batch handling avoid enqueueing the callback more than once under concurrency?
106,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"What keys does Redis create for a batch, and what does each one hold?"
107,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"At batch completion, which keys get `EXPIRE NX` and why those specific ones?"
108,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"What fields are stored in a cron entry, and what timezone is used if I don’t pass one?"
109,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"How are due cron entries fetched per tick, and which default limits that batch size?"
110,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"When cron entries are enqueued, how is `cron-run-at` computed and where is cron parsing done?"
111,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,Are any cron limitations called out in the repo?
112,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,Why does Goose store both `queue` and `ready-queue` in the job payload?
113,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"How does console param validation deal with bad UUIDs, bad filter types, and invalid page/limit numbers?"
114,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,Why does Redis `prioritise-execution` return that nested transaction-like shape instead of just true/false?
115,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,How does orphan recovery in Redis decide a worker is dead and replay its preserved jobs?
116,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"What exact scenario throws `MAX_DELAY limit breached`, and through which public API do I hit it?"
117,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"When does `random-element` throw `List is empty`, and which RMQ paths depend on it?"
118,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,What input/state leads to `CHANNEL_MAX limit reached` in `rmq.channel/open`?
119,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"In `scheduled-jobs/prioritises-execution`, is there a bug where original jobs are passed instead of only validated ones?"
120,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"Can you trace `perform-in-sec` on Redis end-to-end, including final queue placement via `ready-or-retry-queue`?"
121,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,Are Redis and RMQ retry terminal conditions equivalent for edge values?
122,https://github.com/nilenso/goose,1a88d683fe428b8019c63c0e07af45c691a68d5b,"How do cron register/due-fetch/enqueue-reschedule steps work together in Redis, and why is `ensure-sequential` needed?"
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