README.md edited

README.md

@@ -1,7 +1,344 @@
----
-library_name: transformers
-pipeline_tag: text-generation
-base_model:
-- meta-llama/Meta-Llama-3.1-8B
----
+{\rtf1\ansi\ansicpg1252\cocoartf2639
+\cocoatextscaling0\cocoaplatform0{\fonttbl\f0\froman\fcharset0 Times-Bold;\f1\froman\fcharset0 Times-Roman;\f2\fmodern\fcharset0 Courier;
+\f3\fmodern\fcharset0 Courier-Bold;\f4\fnil\fcharset0 Menlo-Regular;\f5\fnil\fcharset0 AppleColorEmoji;
+}
+{\colortbl;\red255\green255\blue255;\red0\green0\blue0;\red0\green0\blue233;\red109\green109\blue109;
+\red0\green0\blue0;}
+{\*\expandedcolortbl;;\cssrgb\c0\c0\c0;\cssrgb\c0\c0\c93333;\cssrgb\c50196\c50196\c50196;
+\csgray\c0;}
+{\*\listtable{\list\listtemplateid1\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid1\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listname ;}\listid1}
+{\list\listtemplateid2\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid101\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listname ;}\listid2}
+{\list\listtemplateid3\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid201\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listname ;}\listid3}
+{\list\listtemplateid4\listhybrid{\listlevel\levelnfc23\levelnfcn23\leveljc0\leveljcn0\levelfollow0\levelstartat1\levelspace360\levelindent0{\*\levelmarker \{disc\}}{\leveltext\leveltemplateid301\'01\uc0\u8226 ;}{\levelnumbers;}\fi-360\li720\lin720 }{\listname ;}\listid4}}
+{\*\listoverridetable{\listoverride\listid1\listoverridecount0\ls1}{\listoverride\listid2\listoverridecount0\ls2}{\listoverride\listid3\listoverridecount0\ls3}{\listoverride\listid4\listoverridecount0\ls4}}
+\margl1440\margr1440\vieww24620\viewh8360\viewkind0
+\deftab720
+\pard\pardeftab720\sa321\partightenfactor0
 
+\f0\b\fs48 \cf0 \expnd0\expndtw0\kerning0
+\outl0\strokewidth0 \strokec2 Q2  Debugging LLMs (Friendli AI Take-Home)\
+\pard\pardeftab720\sa240\partightenfactor0
+
+\fs24 \cf0 Fixed Model Repo:
+\f1\b0 \uc0\u8232 {\field{\*\fldinst{HYPERLINK "https://huggingface.co/syedahmedsoftware/broken-model-fixed"}}{\fldrslt \cf3 \ul \ulc3 \strokec3 https://huggingface.co/syedahmedsoftware/broken-model-fixed}}\
+
+\f0\b Original Model:
+\f1\b0 \uc0\u8232 {\field{\*\fldinst{HYPERLINK "https://huggingface.co/yunmorning/broken-model?utm_source=chatgpt.com"}}{\fldrslt \cf3 \ul \ulc3 \strokec3 https://huggingface.co/yunmorning/broken-model}}\
+This repository contains the 
+\f0\b minimal, production-safe fixes
+\f1\b0  required to make the original model usable behind an OpenAI-compatible 
+\f2\fs26 /chat/completions
+\f1\fs24  API server.\uc0\u8232 
+\f0\b No model weights were modified.
+\f1\b0  Only configuration metadata was corrected.\
+\pard\pardeftab720\partightenfactor0
+\cf0 \
+\pard\pardeftab720\sa298\partightenfactor0
+
+\f0\b\fs36 \cf0 Problem (a) \'97 Why inference failed\
+\pard\pardeftab720\sa240\partightenfactor0
+
+\f1\b0\fs24 \cf0 The original repository could not serve chat requests because 
+\f0\b two required metadata components were missing or incorrect
+\f1\b0 .\
+\pard\pardeftab720\sa280\partightenfactor0
+
+\f0\b\fs28 \cf0 Root Causes\
+\pard\pardeftab720\sa319\partightenfactor0
+
+\fs24 \cf0 1) Missing 
+\f3\fs26 chat_template
+\f0\fs24  (tokenizer_config.json)\
+\pard\pardeftab720\sa240\partightenfactor0
+
+\f1\b0 \cf0 Modern OpenAI-style runtimes rely on:\
+python\
+\pard\pardeftab720\partightenfactor0
+
+\f2\fs26 \cf0 tokenizer.apply_chat_template(messages)\
+\
+\
+\pard\pardeftab720\sa240\partightenfactor0
+
+\f1\fs24 \cf0 The original model 
+\f0\b did not define a chat template
+\f1\b0 , so:\
+\pard\tx220\tx720\pardeftab720\li720\fi-720\sa240\partightenfactor0
+\ls1\ilvl0\cf0 \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext	\uc0\u8226 	}\expnd0\expndtw0\kerning0
+\outl0\strokewidth0 \strokec2 Chat messages could not be rendered into prompts\
+\ls1\ilvl0
+\f2\fs26 \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext	\uc0\u8226 	}\expnd0\expndtw0\kerning0
+\outl0\strokewidth0 \strokec2 /chat/completions
+\f1\fs24  servers had no deterministic formatting\
+\ls1\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext	\uc0\u8226 	}\expnd0\expndtw0\kerning0
+\outl0\strokewidth0 \strokec2 Inference failed or produced undefined behavior\
+\pard\pardeftab720\partightenfactor0
+
+\f2\fs26 \cf0 \strokec2 \
+\pard\pardeftab720\sa319\partightenfactor0
+
+\f0\b\fs24 \cf0 2) Missing/incorrect 
+\f3\fs26 pad_token_id
+\f0\fs24  (config.json)\
+\pard\pardeftab720\sa240\partightenfactor0
+
+\f1\b0 \cf0 Production inference uses:\
+\pard\tx220\tx720\pardeftab720\li720\fi-720\sa240\partightenfactor0
+\ls2\ilvl0\cf0 \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext	\uc0\u8226 	}\expnd0\expndtw0\kerning0
+\outl0\strokewidth0 \strokec2 batched decoding\
+\ls2\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext	\uc0\u8226 	}\expnd0\expndtw0\kerning0
+\outl0\strokewidth0 \strokec2 attention masking\
+\ls2\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext	\uc0\u8226 	}\expnd0\expndtw0\kerning0
+\outl0\strokewidth0 \strokec2 padded sequences\
+\pard\pardeftab720\sa240\partightenfactor0
+\cf0 \strokec2 The original 
+\f2\fs26 config.json
+\f1\fs24  did not define a valid 
+\f2\fs26 pad_token_id
+\f1\fs24 , making batching unsafe and causing runtime instability.\
+\pard\pardeftab720\partightenfactor0
+
+\f2\fs26 \cf0 \
+\
+\pard\pardeftab720\sa298\partightenfactor0
+
+\f0\b\fs36 \cf0 Minimal Fixes Applied (No Weight Changes)\
+
+\itap1\trowd \taflags0 \trgaph108\trleft-108 \trbrdrt\brdrnil \trbrdrl\brdrnil \trbrdrr\brdrnil 
+\clvertalc \clshdrawnil \clwWidth3432\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx2880
+\clvertalc \clshdrawnil \clwWidth4607\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx5760
+\clvertalc \clshdrawnil \clwWidth4118\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx8640
+\pard\intbl\itap1\pardeftab720\qc\partightenfactor0
+
+\fs24 \cf0 \strokec2 File\cell 
+\pard\intbl\itap1\pardeftab720\qc\partightenfactor0
+\cf0 Change\cell 
+\pard\intbl\itap1\pardeftab720\qc\partightenfactor0
+\cf0 Why\cell \row
+
+\itap1\trowd \taflags0 \trgaph108\trleft-108 \trbrdrl\brdrnil \trbrdrr\brdrnil 
+\clvertalc \clshdrawnil \clwWidth3432\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx2880
+\clvertalc \clshdrawnil \clwWidth4607\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx5760
+\clvertalc \clshdrawnil \clwWidth4118\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx8640
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+
+\f2\b0\fs26 \cf0 tokenizer_config.json
+\f1\fs24 \cell 
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+\cf0 Added ChatML-style 
+\f2\fs26 chat_template
+\f1\fs24 \cell 
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+\cf0 Required for OpenAI-style chat formatting\cell \row
+
+\itap1\trowd \taflags0 \trgaph108\trleft-108 \trbrdrl\brdrnil \trbrdrr\brdrnil 
+\clvertalc \clshdrawnil \clwWidth3432\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx2880
+\clvertalc \clshdrawnil \clwWidth4607\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx5760
+\clvertalc \clshdrawnil \clwWidth4118\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx8640
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+
+\f2\fs26 \cf0 config.json
+\f1\fs24 \cell 
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+\cf0 Set 
+\f2\fs26 pad_token_id
+\f1\fs24  to tokenizer\'92s pad token\cell 
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+\cf0 Enables safe batching and attention masks\cell \row
+
+\itap1\trowd \taflags0 \trgaph108\trleft-108 \trbrdrl\brdrnil \trbrdrt\brdrnil \trbrdrr\brdrnil 
+\clvertalc \clshdrawnil \clwWidth3432\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx2880
+\clvertalc \clshdrawnil \clwWidth4607\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx5760
+\clvertalc \clshdrawnil \clwWidth4118\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx8640
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+
+\f2\fs26 \cf0 generation_config.json
+\f1\fs24 \cell 
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+\cf0 Normalized pad/eos fields (kept defaults)\cell 
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+\cf0 Prevents decoding edge cases\cell \lastrow\row
+\pard\pardeftab720\sa240\partightenfactor0
+\cf0 \strokec2 \
+No architecture, tokenizer vocab, or model weights were changed.\
+\
+\pard\pardeftab720\partightenfactor0
+
+\f0\b \cf0 Verification (Remote)\
+\
+\
+\pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\pardirnatural\partightenfactor0
+
+\f4\b0\fs22 \cf5 \kerning1\expnd0\expndtw0 \CocoaLigature0 \outl0\strokewidth0 python - <<'PY'\
+from transformers import AutoTokenizer\
+\
+repo_id = "syedahmedsoftware/broken-model-fixed"\
+tok = AutoTokenizer.from_pretrained(repo_id, use_fast=True)\
+\
+print("tokenizer:", tok.__class__.__name__)\
+print("has_chat_template:", bool(getattr(tok, "chat_template", None)))\
+print("pad_token_id:", tok.pad_token_id, "eos_token_id:", tok.eos_token_id)\
+\
+messages = [\
+  \{"role":"system","content":"You are helpful."\},\
+  \{"role":"user","content":"Say hello."\}\
+]\
+prompt = tok.apply_chat_template(messages, add_generation_prompt=True, tokenize=False)\
+print("
+\f5 \uc0\u9989 
+\f4  REMOTE prompt renders. Preview:")\
+print(prompt[:250])\
+PY\
+\
+Expected output:\
+\
+tokenizer: Qwen2Tokenizer\
+has_chat_template: True\
+pad_token_id: 151643 eos_token_id: 151645\
+
+\f5 \uc0\u9989 
+\f4  REMOTE prompt renders. Preview:\
+<|im_start|>system\
+You are helpful.<|im_end|>\
+<|im_start|>user\
+Say hello.<|im_end|>\
+<|im_start|>assistant\
+\
+\
+\
+\pard\pardeftab720\sa298\partightenfactor0
+
+\f0\b\fs36 \cf0 \expnd0\expndtw0\kerning0
+\CocoaLigature1 \outl0\strokewidth0 \strokec2 Problem (b) \'97 Why 
+\f3\fs39 \strokec2 reasoning_effort
+\f0\fs36 \strokec2  has no effect\
+\pard\pardeftab720\sa280\partightenfactor0
+
+\fs28 \cf0 Root Cause\
+\pard\pardeftab720\sa240\partightenfactor0
+
+\f2\b0\fs26 \cf0 reasoning_effort
+\f1\fs24  is 
+\f0\b not a native Transformers generation parameter
+\f1\b0 .\uc0\u8232 Unless the 
+\f0\b serving runtime
+\f1\b0  explicitly maps it to real compute policies, it is silently ignored.\
+The base model has 
+\f0\b no internal mechanism
+\f1\b0  to interpret \'93effort.\'94\
+\pard\pardeftab720\partightenfactor0
+\cf0 \
+\pard\pardeftab720\sa298\partightenfactor0
+
+\f0\b\fs36 \cf0 What is required to make 
+\f3\fs39 \strokec2 reasoning_effort
+\f0\fs36 \strokec2  meaningful\
+\pard\pardeftab720\sa280\partightenfactor0
+
+\fs28 \cf0 1) Runtime orchestration (required)\
+\pard\pardeftab720\sa240\partightenfactor0
+
+\f1\b0\fs24 \cf0 The server must map 
+\f2\fs26 reasoning_effort
+\f1\fs24  to actual strategies, for example:\
+
+\itap1\trowd \taflags0 \trgaph108\trleft-108 \trbrdrt\brdrnil \trbrdrl\brdrnil \trbrdrr\brdrnil 
+\clvertalc \clshdrawnil \clwWidth1246\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx4320
+\clvertalc \clshdrawnil \clwWidth3074\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx8640
+\pard\intbl\itap1\pardeftab720\qc\partightenfactor0
+
+\f0\b \cf0 \strokec2 Effort Level\cell 
+\pard\intbl\itap1\pardeftab720\qc\partightenfactor0
+\cf0 Runtime Policy\cell \row
+
+\itap1\trowd \taflags0 \trgaph108\trleft-108 \trbrdrl\brdrnil \trbrdrr\brdrnil 
+\clvertalc \clshdrawnil \clwWidth1246\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx4320
+\clvertalc \clshdrawnil \clwWidth3074\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx8640
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+
+\f1\b0 \cf0 low\cell 
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+\cf0 single pass, greedy\cell \row
+
+\itap1\trowd \taflags0 \trgaph108\trleft-108 \trbrdrl\brdrnil \trbrdrr\brdrnil 
+\clvertalc \clshdrawnil \clwWidth1246\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx4320
+\clvertalc \clshdrawnil \clwWidth3074\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx8640
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+\cf0 medium\cell 
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+\cf0 temperature + nucleus sampling\cell \row
+
+\itap1\trowd \taflags0 \trgaph108\trleft-108 \trbrdrl\brdrnil \trbrdrr\brdrnil 
+\clvertalc \clshdrawnil \clwWidth1246\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx4320
+\clvertalc \clshdrawnil \clwWidth3074\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx8640
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+\cf0 high\cell 
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+\cf0 multi-sample + rerank\cell \row
+
+\itap1\trowd \taflags0 \trgaph108\trleft-108 \trbrdrl\brdrnil \trbrdrt\brdrnil \trbrdrr\brdrnil 
+\clvertalc \clshdrawnil \clwWidth1246\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx4320
+\clvertalc \clshdrawnil \clwWidth3074\clftsWidth3 \clmart10 \clmarl10 \clmarb10 \clmarr10 \clbrdrt\brdrnil \clbrdrl\brdrnil \clbrdrb\brdrnil \clbrdrr\brdrnil \clpadt20 \clpadl20 \clpadb20 \clpadr20 \gaph\cellx8640
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+\cf0 very_high\cell 
+\pard\intbl\itap1\pardeftab720\partightenfactor0
+\cf0 tree-of-thought / verifier loop\cell \lastrow\row
+\pard\pardeftab720\sa240\partightenfactor0
+\cf0 \strokec2 The runtime must log which policy is applied.\
+\pard\pardeftab720\sa280\partightenfactor0
+
+\f0\b\fs28 \cf0 2) Architectural support (one of)\
+\pard\tx220\tx720\pardeftab720\li720\fi-720\sa240\partightenfactor0
+\ls3\ilvl0
+\f1\b0\fs24 \cf0 \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext	\uc0\u8226 	}\expnd0\expndtw0\kerning0
+\outl0\strokewidth0 \strokec2 Multi-pass verifier loop\
+\ls3\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext	\uc0\u8226 	}\expnd0\expndtw0\kerning0
+\outl0\strokewidth0 \strokec2 Tree search / self-consistency\
+\ls3\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext	\uc0\u8226 	}\expnd0\expndtw0\kerning0
+\outl0\strokewidth0 \strokec2 Reflection / critique agent\
+\ls3\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext	\uc0\u8226 	}\expnd0\expndtw0\kerning0
+\outl0\strokewidth0 \strokec2 Budgeted decoding controller\
+\ls3\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext	\uc0\u8226 	}\expnd0\expndtw0\kerning0
+\outl0\strokewidth0 \strokec2 Control-token trained model\
+\pard\pardeftab720\sa240\partightenfactor0
+\cf0 \strokec2 Without these, 
+\f2\fs26 reasoning_effort
+\f1\fs24  remains a 
+\f0\b no-op
+\f1\b0 .\
+\pard\pardeftab720\partightenfactor0
+\cf0 \
+\pard\pardeftab720\sa298\partightenfactor0
+
+\f0\b\fs36 \cf0 Final Notes\
+\pard\pardeftab720\sa240\partightenfactor0
+
+\f1\b0\fs24 \cf0 These fixes:\
+\pard\tx220\tx720\pardeftab720\li720\fi-720\sa240\partightenfactor0
+\ls4\ilvl0\cf0 \kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext	\uc0\u8226 	}\expnd0\expndtw0\kerning0
+\outl0\strokewidth0 \strokec2 Restore deterministic chat formatting\
+\ls4\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext	\uc0\u8226 	}\expnd0\expndtw0\kerning0
+\outl0\strokewidth0 \strokec2 Enable production-safe batching\
+\ls4\ilvl0\kerning1\expnd0\expndtw0 \outl0\strokewidth0 {\listtext	\uc0\u8226 	}\expnd0\expndtw0\kerning0
+\outl0\strokewidth0 \strokec2 Make the model compatible with OpenAI-style 
+\f2\fs26 /chat/completions
+\f1\fs24  servers\
+\pard\pardeftab720\sa240\partightenfactor0
+\cf0 \strokec2 The model is now deployable in real inference environments.\
+\pard\tx560\tx1120\tx1680\tx2240\tx2800\tx3360\tx3920\tx4480\tx5040\tx5600\tx6160\tx6720\pardirnatural\partightenfactor0
+
+\f4\fs22 \cf5 \kerning1\expnd0\expndtw0 \CocoaLigature0 \outl0\strokewidth0 \
+\
+\pard\pardeftab720\partightenfactor0
+
+\f0\b\fs24 \cf0 \expnd0\expndtw0\kerning0
+\CocoaLigature1 \outl0\strokewidth0 \strokec2 \
+
+\f1\b0 \
+\pard\pardeftab720\partightenfactor0
+
+\f2\fs26 \cf0 \
+\
+\
+\
+}