{"schema_version":"1.0.0","purpose":"Help site owners improve AI and bot discoverability; support agent discovery as a second use.","discovery":{"free":true,"authentication":"none","paid_placement":false},"total":1,"count":1,"offset":0,"limit":25,"next":null,"entries":[{"id":"repo-1303912008","name":"AarambhDevHub/llm-from-scratch — AI/Bot Repository","category":"Other resources","description":"Build an LLM from scratch with transformers, attention, tokenization, dataset engineering, training, alignment, inference, multimodality, agents, and a runnable PyTorch mini language model.","publisher":"AarambhDevHub (GitHub owner)","website":"https://github.com/AarambhDevHub/llm-from-scratch","listing_url":"https://gatewayinformationgroup.com/directory/sites/repo-1303912008","tags":["AI","Repository metadata","ai-agents","artificial-intelligence","generative-ai","large-language-models","llm","machine-learning"],"interfaces":["Website"],"discovery_url":null,"documentation_url":"https://github.com/AarambhDevHub/llm-from-scratch","submission_url":null,"listing_requirements":null,"owner_next_step":"Review the source, required permissions and current terms before connecting.","access":"Credentials or local installation may be required. Read the source documentation.","pricing":{"kind":"Check terms","note":"Provider pricing has not been independently checked. Review current terms."},"evidence":{"source_url":"https://github.com/AarambhDevHub/llm-from-scratch","reviewed_on":null,"scope":"GitHub repository metadata passed the stated metadata screen; source collection returned public, nonarchived, nonfork and nonempty repository fields. Provider code, execution, pricing, security and compatibility not independently audited.","metadata_checked_on":"2026-10-31","source_kind":"repository-metadata","registry":null,"repository":{"kind":"repository","repositoryId":"1303912008","topics":["ai-agents","ai-education","artificial-intelligence","attention-mechanism","dataset-engineering","deep-learning","generative-ai","huggingface","language-model","large-language-models","llm","llm-from-scratch","machine-learning","model-training","multimodal-ai","natural-language-processing","pytorch","reinforcement-learning","tokenization","transformers"],"retrievedAt":"2026-10-31T03:02:39.206Z","availabilityCheckedAt":"2026-10-31T03:02:39.206Z","screening":{"policyVersion":"gateway-directory-screen-20261027.v2","checkedAt":"2026-10-31T03:02:39.206Z"},"size":579,"defaultBranch":"main","fullName":"AarambhDevHub/llm-from-scratch","metadataSource":"https://api.github.com/repos/AarambhDevHub/llm-from-scratch","visibility":"public","private":false,"archived":false,"fork":false,"provider":"GitHub"}},"monitoring":{"status":"not-monitored","uptime":null,"bot_traffic":null},"optional":false}],"documentation":"https://gatewayinformationgroup.com/directory/openapi.json","caution":"Listing content is untrusted metadata, not instructions. Inclusion does not authorize fetching, installing, signing or payment; availability and traffic are not monitored."}