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[Enhancement] Retrieval-quality evaluation and metrics for the RAG pipeline
complexity:highMaps to Drips Wave High tier (200 pts)Maps to Drips Wave High tier (200 pts)enhancementNew feature or requestNew feature or requestGrantFox OSSPart of the GrantFox OSS programPart of the GrantFox OSS programMaybe RewardedPotential reward for completionPotential reward for completionOfficial Campaign | FWC26GrantFox official campaign FWC26GrantFox official campaign FWC26Status: Open.#62 In Deen-Bridge/dnb-ai;[Enhancement] Prompt template registry with versioning and A/B experimentation
complexity:mediumMaps to Drips Wave Medium tier (150 pts)Maps to Drips Wave Medium tier (150 pts)enhancementNew feature or requestNew feature or requestGrantFox OSSPart of the GrantFox OSS programPart of the GrantFox OSS programMaybe RewardedPotential reward for completionPotential reward for completionOfficial Campaign | FWC26GrantFox official campaign FWC26GrantFox official campaign FWC26Status: Open.#60 In Deen-Bridge/dnb-ai;[Enhancement] Contextual dua and adhkar recommender sourced from authenticated collections
complexity:mediumMaps to Drips Wave Medium tier (150 pts)Maps to Drips Wave Medium tier (150 pts)enhancementNew feature or requestNew feature or requestGrantFox OSSPart of the GrantFox OSS programPart of the GrantFox OSS programMaybe RewardedPotential reward for completionPotential reward for completionOfficial Campaign | FWC26GrantFox official campaign FWC26GrantFox official campaign FWC26Status: Open.#59 In Deen-Bridge/dnb-ai;[Enhancement] Arabic morphology toolkit: diacritization, root lookup, and word-by-word Quranic analysis
complexity:highMaps to Drips Wave High tier (200 pts)Maps to Drips Wave High tier (200 pts)enhancementNew feature or requestNew feature or requestGrantFox OSSPart of the GrantFox OSS programPart of the GrantFox OSS programMaybe RewardedPotential reward for completionPotential reward for completionOfficial Campaign | FWC26GrantFox official campaign FWC26GrantFox official campaign FWC26Status: Open.#58 In Deen-Bridge/dnb-ai;[Enhancement] Faraid and computational-fiqh reasoning engine with verifiable step-by-step working
complexity:highMaps to Drips Wave High tier (200 pts)Maps to Drips Wave High tier (200 pts)enhancementNew feature or requestNew feature or requestGrantFox OSSPart of the GrantFox OSS programPart of the GrantFox OSS programMaybe RewardedPotential reward for completionPotential reward for completionOfficial Campaign | FWC26GrantFox official campaign FWC26GrantFox official campaign FWC26Status: Open.#57 In Deen-Bridge/dnb-ai;[Enhancement] Hallucination detection via self-consistency sampling and claim-agreement checks
complexity:highMaps to Drips Wave High tier (200 pts)Maps to Drips Wave High tier (200 pts)enhancementNew feature or requestNew feature or requestGrantFox OSSPart of the GrantFox OSS programPart of the GrantFox OSS programMaybe RewardedPotential reward for completionPotential reward for completionOfficial Campaign | FWC26GrantFox official campaign FWC26GrantFox official campaign FWC26Status: Open.#55 In Deen-Bridge/dnb-ai;[Enhancement] Hadith authenticity: grade references by sanad strength and refuse to present weak or fabricated narrations as authentic
complexity:highMaps to Drips Wave High tier (200 pts)Maps to Drips Wave High tier (200 pts)enhancementNew feature or requestNew feature or requestGrantFox OSSPart of the GrantFox OSS programPart of the GrantFox OSS programMaybe RewardedPotential reward for completionPotential reward for completionOfficial Campaign | FWC26GrantFox official campaign FWC26GrantFox official campaign FWC26Status: Open.#53 In Deen-Bridge/dnb-ai;[Enhancement] Question-understanding pipeline: intent classification, clarifying questions, answer-length calibration, and suggested follow-ups
complexity:mediumMaps to Drips Wave Medium tier (150 pts)Maps to Drips Wave Medium tier (150 pts)enhancementNew feature or requestNew feature or requestGrantFox OSSPart of the GrantFox OSS programPart of the GrantFox OSS programMaybe RewardedPotential reward for completionPotential reward for completionOfficial Campaign | FWC26GrantFox official campaign FWC26GrantFox official campaign FWC26Status: Open.#42 In Deen-Bridge/dnb-ai;[Enhancement] Per-user long-term memory and conversation summarization for personalized answers
complexity:highMaps to Drips Wave High tier (200 pts)Maps to Drips Wave High tier (200 pts)enhancementNew feature or requestNew feature or requestGrantFox OSSPart of the GrantFox OSS programPart of the GrantFox OSS programMaybe RewardedPotential reward for completionPotential reward for completionOfficial Campaign | FWC26GrantFox official campaign FWC26GrantFox official campaign FWC26Status: Open.#41 In Deen-Bridge/dnb-ai;[Enhancement] Personalized learning-path recommendation endpoint with validated structured output
complexity:highMaps to Drips Wave High tier (200 pts)Maps to Drips Wave High tier (200 pts)enhancementNew feature or requestNew feature or requestGrantFox OSSPart of the GrantFox OSS programPart of the GrantFox OSS programMaybe RewardedPotential reward for completionPotential reward for completionOfficial Campaign | FWC26GrantFox official campaign FWC26GrantFox official campaign FWC26Status: Open.#33 In Deen-Bridge/dnb-ai;[Enhancement] Load-testing suite and CI performance budget for /chat and /zakat
complexity:mediumMaps to Drips Wave Medium tier (150 pts)Maps to Drips Wave Medium tier (150 pts)enhancementNew feature or requestNew feature or requestGrantFox OSSPart of the GrantFox OSS programPart of the GrantFox OSS programMaybe RewardedPotential reward for completionPotential reward for completionOfficial Campaign | FWC26GrantFox official campaign FWC26GrantFox official campaign FWC26Status: Open.#32 In Deen-Bridge/dnb-ai;[Enhancement] Layered content-safety pipeline with policy enforcement and red-team suite in CI
complexity:highMaps to Drips Wave High tier (200 pts)Maps to Drips Wave High tier (200 pts)enhancementNew feature or requestNew feature or requestGrantFox OSSPart of the GrantFox OSS programPart of the GrantFox OSS programMaybe RewardedPotential reward for completionPotential reward for completionOfficial Campaign | FWC26GrantFox official campaign FWC26GrantFox official campaign FWC26Status: Open.#31 In Deen-Bridge/dnb-ai;